
!git clone https://github.com/ultralytics/yolov5  # clone repo
%cd yolov5 # walk through the repo
#temporary until bug is fixed in current master
!git reset --hard 5ba1de0cdcc414c69ceb7a4c45eb1e3895eca32a
%cd /content

!pip install -r yolov5/requirements.txt  # install dependencies
%cd yolov5

import torch
from IPython.display import Image, clear_output  # to display images
from utils.google_utils import gdrive_download  # to download models/datasets

clear_output()
print('Setup complete. Using torch %s %s' % (torch.__version__, torch.cuda.get_device_properties(0) if torch.cuda.is_available() else 'CPU'))

Setup complete. Using torch 1.6.0+cu101 _CudaDeviceProperties(name='Tesla T4', major=7, minor=5, total_memory=15079MB, multi_processor_count=40)

/usr/local/lib/python3.6/dist-packages/torch/cuda/__init__.py:125: UserWarning: 
Tesla T4 with CUDA capability sm_75 is not compatible with the current PyTorch installation.
The current PyTorch install supports CUDA capabilities sm_37 sm_50 sm_60 sm_70.
If you want to use the Tesla T4 GPU with PyTorch, please check the instructions at https://pytorch.org/get-started/locally/

  warnings.warn(incompatible_device_warn.format(device_name, capability, " ".join(arch_list), device_name))


# Export code snippet and paste here
%cd /content
#downloading the dataset for traininng and testing
!curl -L "https://app.roboflow.ai/ds/91yfF1ZaC7?key=quJB9wk7SA" > roboflow.zip; unzip roboflow.zip; rm roboflow.zip

/content
  % Total    % Received % Xferd  Average Speed   Time    Time     Time  Current
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100   896  100   896    0     0    938      0 --:--:-- --:--:-- --:--:--   937
100  145M  100  145M    0     0  61.1M      0  0:00:02  0:00:02 --:--:--  151M
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 extracting: valid/labels/7078_jpg.rf.c39fa6652183b58a059d01792499fc52.txt  
 extracting: valid/labels/6490_jpg.rf.c65aa2b7c6fb24ea18ccec8e092bc83c.txt  
 extracting: valid/labels/1000005231_jpg.rf.c0eaa75e1ccc37096bfa0fa2c4f6a8be.txt  
 extracting: valid/labels/7034_jpg.rf.c4193dfb6b5b1ac8a26df25e27442959.txt  
 extracting: valid/labels/7087_jpg.rf.c43e3d7c58efcd28b393c32d2d9e4516.txt  
 extracting: valid/labels/6841_jpg.rf.d2c07d3fc11f9ab43de6ced6484ba824.txt  
 extracting: valid/labels/7210_jpg.rf.c645ac4d3ce3f5f82ff7eb99b729e53a.txt  
 extracting: valid/labels/6820_jpg.rf.c85a04c8e02e9573925be2bcdbf6dc5e.txt  
 extracting: valid/labels/6547_jpg.rf.c6e7d09ad89d6629ca4aaaec384dc05b.txt  
 extracting: valid/labels/6776_jpg.rf.d055502a2f902fc5252f2c3712fbc0d3.txt  
 extracting: valid/labels/1000005818_jpg.rf.c8ba257148370dd2fb794dcdbcb2c1e8.txt  
 extracting: valid/labels/6666_jpg.rf.d56734202be0f59ca65b436e51da1d3e.txt  
 extracting: valid/labels/6646_jpg.rf.c3aca62c8c6a4c92a3d7e0044eb6a88b.txt  
 extracting: valid/labels/1000004181_jpg.rf.ba4c08ec785c6b9bb601f43f5e2aed2c.txt  
 extracting: valid/labels/7200_jpg.rf.cb3d0698e8d094bc844ce496ea1b11b2.txt  
 extracting: valid/labels/1000006149_jpg.rf.d67dfb55c8c769574f943e094e804bfc.txt  
 extracting: valid/labels/7065_jpg.rf.c918b638c8b09940c5d67063c8bfc749.txt  
 extracting: valid/labels/6956_jpg.rf.d649ebcf26bc2a7bce371db3c2e33734.txt  
 extracting: valid/labels/6952_jpg.rf.dcb096b1ee7fa4c4e01c769fe8eeccb2.txt  
 extracting: valid/labels/1000000285_jpg.rf.e6a02476eef9734f36126ffb90631762.txt  
 extracting: valid/labels/7072_jpg.rf.d42514c32205e26385ba790bd756941c.txt  
 extracting: valid/labels/6577_jpg.rf.d75a22ed9ec9f5f0739f73d1efcfdecf.txt  
 extracting: valid/labels/1000003498_jpg.rf.dbdb9b1c05fe9f9928d2f80463cb150b.txt  
 extracting: valid/labels/6516_jpg.rf.eaf546fe3c12a8dc4140419936c9655c.txt  
 extracting: valid/labels/6802_jpg.rf.e6f3461ddcd7a7cb7aebd285998d8414.txt  
 extracting: valid/labels/6810_jpg.rf.c3c5f5411da92c1fd1f36d2766ed9dcf.txt  
 extracting: valid/labels/7207_jpg.rf.dd99a093d524e72686b96a8491b333c0.txt  
 extracting: valid/labels/6986_jpg.rf.ecc604db47737f3bd70e473bfd6e0dcd.txt  
 extracting: valid/labels/6758_jpg.rf.d7cb778e24b71c17f0a011fcea26116c.txt  
 extracting: valid/labels/1000006188_jpg.rf.f3b9c1009ec076d362e03b6b61ca66d2.txt  
 extracting: valid/labels/7155_jpg.rf.e6fee88b2053c63de551ef27e264b70d.txt  
 extracting: valid/labels/7221_jpg.rf.ed3e9ef8bbfab0fe15206cbf3e5c1c25.txt  
 extracting: valid/labels/7031_jpg.rf.ef71b2ab88a6a59bb6b933d3fac9caba.txt  
 extracting: valid/labels/7144_jpg.rf.f8d1a70b8030354336bb5a922e8b7a5d.txt  
 extracting: valid/labels/7117_jpg.rf.ee09c5fed05bad8edbaebf9095630bc3.txt  
 extracting: valid/labels/6816_jpg.rf.ff2a8dbf159e4b23c2eb72b2149d59bd.txt  
 extracting: valid/labels/6651_jpg.rf.f47abeda0cb0c311a619db89d8031ce7.txt  
 extracting: valid/labels/6558_jpg.rf.ff3c1d9bf3d9db1f846a0c32c6428ec1.txt  
 extracting: valid/labels/6626_jpg.rf.fd8e2e0ec4813645d74cd6badc49d875.txt  
 extracting: valid/labels/6966_jpg.rf.f6806241a005e8493c9acd5d6a4ff0d0.txt  
 extracting: valid/labels/6975_jpg.rf.c7ee1c3c996cf6af3e3c78edb934835e.txt  
 extracting: valid/labels/6761_jpg.rf.f7631d42f681fdb9afba5a6d6b502cd6.txt  
 extracting: valid/labels/6518_jpg.rf.f7f9a5cc10ccb5cc6a9ab0a26028264e.txt  
 extracting: valid/labels/6707_jpg.rf.f822fc26c4d672251b2b6994e0d0f779.txt  
 extracting: README.roboflow.txt


# this is the YAML file that i'm  loading into this notebook with the data
%cat data.yaml

train: ../train/images
val: ../valid/images

nc: 1
names: ['0']


# define number of classes on YAML file
import yaml
with open("data.yaml", 'r') as stream:
    num_classes = str(yaml.safe_load(stream)['nc'])


%cd /content/
## i write model configuration .yaml
with open('yolov5/models/custom_yolov5s.yaml', 'w') as f:
  # parameters
  f.write('nc: ' + num_classes + '\n')
  #f.write('nc: ' + str(len(class_labels)) + '\n')
  f.write('depth_multiple: 0.33'  + '\n') # model depth multiple
  f.write('width_multiple: 0.50'  + '\n')  # layer channel multiple
  f.write('\n')
  f.write('anchors:' + '\n')
  f.write('  - [10,13, 16,30, 33,23] ' + '\n')
  f.write('  - [30,61, 62,45, 59,119]' + '\n')
  f.write('  - [116,90, 156,198, 373,326] ' + '\n')
  f.write('\n')

  f.write('backbone:' + '\n')
  f.write('  [[-1, 1, Focus, [64, 3]],' + '\n')
  f.write('   [-1, 1, Conv, [128, 3, 2]],' + '\n')
  f.write('   [-1, 3, Bottleneck, [128]],' + '\n')
  f.write('   [-1, 1, Conv, [256, 3, 2]],' + '\n')
  f.write('   [-1, 9, BottleneckCSP, [256]],' + '\n')
  f.write('   [-1, 1, Conv, [512, 3, 2]], ' + '\n')
  f.write('   [-1, 9, BottleneckCSP, [512]],' + '\n')
  f.write('   [-1, 1, Conv, [1024, 3, 2]],' + '\n')
  f.write('   [-1, 1, SPP, [1024, [5, 9, 13]]],' + '\n')
  f.write('   [-1, 6, BottleneckCSP, [1024]],' + '\n')
  f.write('  ]' + '\n')
  f.write('\n')

  f.write('head:'  + '\n')
  f.write('  [[-1, 3, BottleneckCSP, [1024, False]],'  + '\n')
  f.write('   [-1, 1, nn.Conv2d, [na * (nc + 5), 1, 1, 0]],' + '\n')
  f.write('   [-2, 1, nn.Upsample, [None, 2, "nearest"]],' + '\n')
  
  f.write('   [[-1, 6], 1, Concat, [1]],' + '\n')
  f.write('   [-1, 1, Conv, [512, 1, 1]],' + '\n')
  f.write('   [-1, 3, BottleneckCSP, [512, False]],' + '\n')
  f.write('   [-1, 1, nn.Conv2d, [na * (nc + 5), 1, 1, 0]],' + '\n')
  
  f.write('   [-2, 1, nn.Upsample, [None, 2, "nearest"]],' + '\n')
  f.write('   [[-1, 4], 1, Concat, [1]],' + '\n')
  f.write('   [-1, 1, Conv, [256, 1, 1]],' + '\n')
  f.write('   [-1, 3, BottleneckCSP, [256, False]],' + '\n')
  f.write('   [-1, 1, nn.Conv2d, [na * (nc + 5), 1, 1, 0]],' + '\n')
  f.write('\n' )
  f.write('   [[], 1, Detect, [nc, anchors]],' + '\n')
  f.write('  ]' + '\n')

print('custom model config written!')

/content
custom model config written!


# i choose to train the model for 50 epochs
# time its performance
%%time
%cd /content/yolov5/
!python train.py --img 256 --batch 16 --epochs 100 --data '../data.yaml' --cfg ./models/custom_yolov5s.yaml --weights '' --name yolov5s_results --nosave --cache

UsageError: Line magic function `%%time` not found.


# Start tensorboard
%load_ext tensorboard
%tensorboard --logdir runs


#  plotting metrics graphs
from utils.utils import plot_results; plot_results()  # plot results.txt as results.png
Image(filename='./results.png', width=1000)  # view results.png


# first, display our ground truth data
print("GROUND TRUTH TRAINING DATA:")
Image(filename='./test_batch0_gt.jpg', width=900)

GROUND TRUTH TRAINING DATA:


#  i print out an augmented training example
# get a look on augmented exmaples
print("GROUND TRUTH AUGMENTED TRAINING DATA:")
Image(filename='./train_batch2.jpg', width=900)

GROUND TRUTH AUGMENTED TRAINING DATA:


# trained weights are saved by default in our weights folder
%ls weights/

download_weights.sh*  last_yolov5s_results.pt


# when we ran this, we saw .007 second inference time. That is 140 FPS on a TESLA P100!
%cd /content/yolov5/
!python detect.py --weights weights/last_yolov5s_results.pt --img 256 --conf 0.4 --source ../test/images

/content/yolov5
Namespace(agnostic_nms=False, augment=False, classes=None, conf_thres=0.4, device='', img_size=256, iou_thres=0.5, output='inference/output', save_txt=False, source='../test/images', update=False, view_img=False, weights='weights/last_yolov5s_results.pt')
/usr/local/lib/python3.6/dist-packages/torch/cuda/__init__.py:125: UserWarning: 
Tesla T4 with CUDA capability sm_75 is not compatible with the current PyTorch installation.
The current PyTorch install supports CUDA capabilities sm_37 sm_50 sm_60 sm_70.
If you want to use the Tesla T4 GPU with PyTorch, please check the instructions at https://pytorch.org/get-started/locally/

  warnings.warn(incompatible_device_warn.format(device_name, capability, " ".join(arch_list), device_name))
Using CUDA device0 _CudaDeviceProperties(name='Tesla T4', total_memory=15079MB)

image 1/100 ../test/images/1000000244_jpg.rf.57e9f61a8cdb16204dbd7ae9dfd0213f.jpg: 256x256 Done. (0.008s)
image 2/100 ../test/images/1000000261_jpg.rf.6c511ce8446dd2b62cfb28b97b8d735f.jpg: 256x256 1 0s, Done. (0.009s)
image 3/100 ../test/images/1000000276_jpg.rf.a5a3b869708f1fe316ed71ed011826eb.jpg: 256x256 Done. (0.008s)
image 4/100 ../test/images/1000000282_jpg.rf.5ddb845fe01931777ba962e8bfaba927.jpg: 256x256 Done. (0.011s)
image 5/100 ../test/images/1000000291_jpg.rf.f93f2cc8dd6883b321eb24e0a9805978.jpg: 256x256 1 0s, Done. (0.010s)
image 6/100 ../test/images/1000001506_jpg.rf.0d909fc16398b281891bb66bbaa4825f.jpg: 256x256 2 0s, Done. (0.009s)
image 7/100 ../test/images/1000001867_jpg.rf.5aad80b2bfeab1bdf9911565b155def1.jpg: 256x256 4 0s, Done. (0.009s)
image 8/100 ../test/images/1000002786_jpg.rf.3ec817c808984435ab34164598f5ce80.jpg: 256x256 2 0s, Done. (0.009s)
image 9/100 ../test/images/1000002877_jpg.rf.18553a0938b9ad11e0b275fe20f74f84.jpg: 256x256 3 0s, Done. (0.009s)
image 10/100 ../test/images/1000002884_jpg.rf.219075b05d5b19a5bd9224134b9b505e.jpg: 256x256 3 0s, Done. (0.009s)
image 11/100 ../test/images/1000003511_jpg.rf.27409cf33e343a815a828d96a9e0de04.jpg: 256x256 2 0s, Done. (0.009s)
image 12/100 ../test/images/1000003570_jpg.rf.81e0cb32680ce84ef578f3cf9ef9430c.jpg: 256x256 3 0s, Done. (0.010s)
image 13/100 ../test/images/1000004125_jpg.rf.8a8604bcf0784d0a4c3eef14bb076db9.jpg: 256x256 2 0s, Done. (0.009s)
image 14/100 ../test/images/1000004143_jpg.rf.bd7126d729610a2339d6c0bcffc31c79.jpg: 256x256 2 0s, Done. (0.008s)
image 15/100 ../test/images/1000004773_jpg.rf.d593b8cecab0bbb9ad9f12e1a3c59387.jpg: 256x256 1 0s, Done. (0.009s)
image 16/100 ../test/images/1000004834_jpg.rf.4e137aeaf17cb08efa5f5e8d183802f1.jpg: 256x256 3 0s, Done. (0.009s)
image 17/100 ../test/images/1000005176_jpg.rf.b6d5a7dcdd69cb0cff0b8feffb25a7f3.jpg: 256x256 4 0s, Done. (0.009s)
image 18/100 ../test/images/1000005221_jpg.rf.c6f8a8a68471439b1f921bc12f8a8048.jpg: 256x256 3 0s, Done. (0.008s)
image 19/100 ../test/images/1000005270_jpg.rf.fb739bd22fd3d2b87c5368151b9b422e.jpg: 256x256 4 0s, Done. (0.009s)
image 20/100 ../test/images/1000005277_jpg.rf.fea3a5705ea9502476e67fd194ecec93.jpg: 256x256 3 0s, Done. (0.009s)
image 21/100 ../test/images/1000005462_jpg.rf.fd1a73de9fbe69850b47263a9e0ff75b.jpg: 256x256 3 0s, Done. (0.009s)
image 22/100 ../test/images/1000005489_jpg.rf.b136579ade070c913e5f16a25dc5a043.jpg: 256x256 3 0s, Done. (0.009s)
image 23/100 ../test/images/1000005584_jpg.rf.88dfbd309541b33d46ea177606ed8fd1.jpg: 256x256 2 0s, Done. (0.009s)
image 24/100 ../test/images/1000006216_jpg.rf.6ac0ac62e400cbb19a587403a799de57.jpg: 256x256 6 0s, Done. (0.008s)
image 25/100 ../test/images/1000006309_jpg.rf.788078a5548b4e76b69849924e74b4b3.jpg: 256x256 2 0s, Done. (0.008s)
image 26/100 ../test/images/6493_jpg.rf.de332be80d6a3c456513cdcb84293499.jpg: 256x256 1 0s, Done. (0.009s)
image 27/100 ../test/images/6507_jpg.rf.e8cdd2b8e5020263d7aa5559eadd4979.jpg: 256x256 1 0s, Done. (0.008s)
image 28/100 ../test/images/6525_jpg.rf.e90eb1f80fe564aa8c06b2226e1ba88b.jpg: 256x256 1 0s, Done. (0.008s)
image 29/100 ../test/images/6530_jpg.rf.05d570febb0f189d5da63d63cd581c79.jpg: 256x256 1 0s, Done. (0.009s)
image 30/100 ../test/images/6532_jpg.rf.ae76f36365367501568856cb68b28b91.jpg: 256x256 7 0s, Done. (0.009s)
image 31/100 ../test/images/6545_jpg.rf.fa22a5e186ae31b594457afd6de8892f.jpg: 256x256 2 0s, Done. (0.011s)
image 32/100 ../test/images/6546_jpg.rf.164042597ea43f224f0e22610a1ade9f.jpg: 256x256 2 0s, Done. (0.009s)
image 33/100 ../test/images/6551_jpg.rf.dbba040bd5cc01c3b0b9a16f4b74f963.jpg: 256x256 1 0s, Done. (0.009s)
image 34/100 ../test/images/6555_jpg.rf.4a42fe3d8983543292c67cd63d374db4.jpg: 256x256 3 0s, Done. (0.009s)
image 35/100 ../test/images/6566_jpg.rf.7528b8cf399316de298c8408c928afd0.jpg: 256x256 2 0s, Done. (0.009s)
image 36/100 ../test/images/6568_jpg.rf.9117849a1db56cc108d3b179b1f950f3.jpg: 256x256 3 0s, Done. (0.009s)
image 37/100 ../test/images/6571_jpg.rf.be029bcbd1c294e24652fa22dff86f8f.jpg: 256x256 1 0s, Done. (0.008s)
image 38/100 ../test/images/6575_jpg.rf.192eae41bda81a99ffded9c5f9ddfcc8.jpg: 256x256 1 0s, Done. (0.010s)
image 39/100 ../test/images/6581_jpg.rf.550b9e95a53e5d852d6ce5dcc205b73d.jpg: 256x256 6 0s, Done. (0.012s)
image 40/100 ../test/images/6584_jpg.rf.83c6aa93843e582f78dbc1d6882ebd60.jpg: 256x256 1 0s, Done. (0.010s)
image 41/100 ../test/images/6608_jpg.rf.1cc1fb378d3d5845b73b73038445d4a9.jpg: 256x256 1 0s, Done. (0.010s)
image 42/100 ../test/images/6613_jpg.rf.8bb0000a1728d5bdabe5c33a41c4bb86.jpg: 256x256 2 0s, Done. (0.010s)
image 43/100 ../test/images/6623_jpg.rf.77973e81ea4586331741102868e8ccd4.jpg: 256x256 2 0s, Done. (0.010s)
image 44/100 ../test/images/6627_jpg.rf.144b6c7a530d6a593966b23da56bd23f.jpg: 256x256 3 0s, Done. (0.011s)
image 45/100 ../test/images/6628_jpg.rf.3049f0591d193ca9d423b35fc2b2d542.jpg: 256x256 4 0s, Done. (0.010s)
image 46/100 ../test/images/6642_jpg.rf.0506aa535c731572ad0771e1b3729629.jpg: 256x256 1 0s, Done. (0.010s)
image 47/100 ../test/images/6653_jpg.rf.24abc6dd68bf566d3fa46087b536b54c.jpg: 256x256 1 0s, Done. (0.010s)
image 48/100 ../test/images/6658_jpg.rf.2959645c096a0e54d3bf6b2785359c47.jpg: 256x256 3 0s, Done. (0.010s)
image 49/100 ../test/images/6675_jpg.rf.142312f979e6d987c2c85de02af69d3e.jpg: 256x256 2 0s, Done. (0.011s)
image 50/100 ../test/images/6680_jpg.rf.65446233538098094b9da4253a5aad96.jpg: 256x256 1 0s, Done. (0.011s)
image 51/100 ../test/images/6690_jpg.rf.f5100ebcc64c6caeff09967becaa44e4.jpg: 256x256 6 0s, Done. (0.011s)
image 52/100 ../test/images/6697_jpg.rf.62b2d27359ffff701bf6b020fce51fd4.jpg: 256x256 3 0s, Done. (0.010s)
image 53/100 ../test/images/6713_jpg.rf.ab3a7c1fe8af5d0736098c88f1e235da.jpg: 256x256 1 0s, Done. (0.010s)
image 54/100 ../test/images/6721_jpg.rf.780cf9583099d3f014e96e2661211403.jpg: 256x256 2 0s, Done. (0.010s)
image 55/100 ../test/images/6728_jpg.rf.5f78d7788693850ddbf06196fd1dbcf8.jpg: 256x256 3 0s, Done. (0.013s)
image 56/100 ../test/images/6731_jpg.rf.c4ca18e6362917deaa28f797735e947a.jpg: 256x256 2 0s, Done. (0.010s)
image 57/100 ../test/images/6733_jpg.rf.afb241b598afbf9bf2b62ecef1739afc.jpg: 256x256 2 0s, Done. (0.010s)
image 58/100 ../test/images/6734_jpg.rf.27307d29ed7b7c88eae1ddb05f2f6561.jpg: 256x256 2 0s, Done. (0.011s)
image 59/100 ../test/images/6741_jpg.rf.14108e182774683506bf0b0b6c3ae314.jpg: 256x256 1 0s, Done. (0.011s)
image 60/100 ../test/images/6742_jpg.rf.d7c4fb1f47f5fc6835ec7fabc7cc1e76.jpg: 256x256 Done. (0.010s)
image 61/100 ../test/images/6781_jpg.rf.f0254c5582697c2adcc3ca509e44783a.jpg: 256x256 2 0s, Done. (0.011s)
image 62/100 ../test/images/6786_jpg.rf.ff94447e7cb5bf34d52aa74600e75f00.jpg: 256x256 9 0s, Done. (0.010s)
image 63/100 ../test/images/6839_jpg.rf.16fe8ccd627f925436c6090562c00b19.jpg: 256x256 1 0s, Done. (0.010s)
image 64/100 ../test/images/6849_jpg.rf.18b55327244294d2f2ad0e2c7fac2aed.jpg: 256x256 2 0s, Done. (0.010s)
image 65/100 ../test/images/6859_jpg.rf.74ee3b7936e2c1aa1d47fbb5b18d5a0b.jpg: 256x256 3 0s, Done. (0.014s)
image 66/100 ../test/images/6901_jpg.rf.36ffa35fcee9c7bbf0908a8d8bccbe87.jpg: 256x256 1 0s, Done. (0.011s)
image 67/100 ../test/images/6921_jpg.rf.500b709bc37e2eaa715cf74d8d1fd00d.jpg: 256x256 1 0s, Done. (0.010s)
image 68/100 ../test/images/6931_jpg.rf.5755833a9397e9e67017e80993bdcbc4.jpg: 256x256 1 0s, Done. (0.010s)
image 69/100 ../test/images/6948_jpg.rf.92146115d561194cf059e20eee0f10a8.jpg: 256x256 2 0s, Done. (0.009s)
image 70/100 ../test/images/6974_jpg.rf.248e539842109d76e69934c6fc7577e2.jpg: 256x256 4 0s, Done. (0.009s)
image 71/100 ../test/images/6979_jpg.rf.cb4358082993f67e3fce32b4782c86c5.jpg: 256x256 1 0s, Done. (0.009s)
image 72/100 ../test/images/6996_jpg.rf.0fdd5f6e8d1765ac99f5e46deb36c5f8.jpg: 256x256 1 0s, Done. (0.013s)
image 73/100 ../test/images/7014_jpg.rf.1bdea03a2ce8965e0cd94009bd5f02ec.jpg: 256x256 1 0s, Done. (0.009s)
image 74/100 ../test/images/7021_jpg.rf.d1881daacbf81fb6c1a5e1430c8ab92a.jpg: 256x256 1 0s, Done. (0.010s)
image 75/100 ../test/images/7028_jpg.rf.756525841f3a8f54866d87067c31b798.jpg: 256x256 3 0s, Done. (0.010s)
image 76/100 ../test/images/7037_jpg.rf.f2d6e726af2434ff269c89d998ee6f18.jpg: 256x256 1 0s, Done. (0.009s)
image 77/100 ../test/images/7039_jpg.rf.927c5f162fe77781c92e007c5e9a631e.jpg: 256x256 1 0s, Done. (0.009s)
image 78/100 ../test/images/7052_jpg.rf.4ffd6d662f4cd4b243f799fb629cde66.jpg: 256x256 2 0s, Done. (0.009s)
image 79/100 ../test/images/7054_jpg.rf.776e288481e3563b4b3aa5f637434b61.jpg: 256x256 2 0s, Done. (0.009s)
image 80/100 ../test/images/7056_jpg.rf.eff60fae9e7e80c48e19e8acbe7d282d.jpg: 256x256 2 0s, Done. (0.009s)
image 81/100 ../test/images/7058_jpg.rf.53cbe4c3723ed5f224ccd6c3d0e0aa57.jpg: 256x256 1 0s, Done. (0.008s)
image 82/100 ../test/images/7060_jpg.rf.2a12a37526db0682740c11b726a66ba0.jpg: 256x256 1 0s, Done. (0.008s)
image 83/100 ../test/images/7069_jpg.rf.9818b2003f25b77f39d3b7d38590136d.jpg: 256x256 1 0s, Done. (0.008s)
image 84/100 ../test/images/7080_jpg.rf.2e90c745d14ae655f57e0d2d8336de8f.jpg: 256x256 2 0s, Done. (0.009s)
image 85/100 ../test/images/7085_jpg.rf.f65604b7d8f3a8a60eb45f50e957f295.jpg: 256x256 1 0s, Done. (0.009s)
image 86/100 ../test/images/7094_jpg.rf.37906d4efe9700b203d539df406a88b3.jpg: 256x256 4 0s, Done. (0.009s)
image 87/100 ../test/images/7108_jpg.rf.3627f83d3aed0b2d36587e8329761114.jpg: 256x256 1 0s, Done. (0.009s)
image 88/100 ../test/images/7109_jpg.rf.bf35e4edc5a6d9880a1a3736bc74bacc.jpg: 256x256 1 0s, Done. (0.009s)
image 89/100 ../test/images/7112_jpg.rf.cbdb1be788d1c8d7dd42180850f92c23.jpg: 256x256 1 0s, Done. (0.009s)
image 90/100 ../test/images/7122_jpg.rf.ef8495e7b4646578c02d79d2dfb73d92.jpg: 256x256 1 0s, Done. (0.009s)
image 91/100 ../test/images/7123_jpg.rf.d685fe2f21bb233a2d3d2cb35bdd2523.jpg: 256x256 1 0s, Done. (0.011s)
image 92/100 ../test/images/7168_jpg.rf.1e106e4d24b4c76fb56cfa554967b875.jpg: 256x256 1 0s, Done. (0.009s)
image 93/100 ../test/images/7173_jpg.rf.d68809ac6b603000f49ceffe7397b577.jpg: 256x256 3 0s, Done. (0.009s)
image 94/100 ../test/images/7179_jpg.rf.3e27e0fb74c5f29beda12f9a0f9dfe8a.jpg: 256x256 1 0s, Done. (0.009s)
image 95/100 ../test/images/7186_jpg.rf.8b48dff425b01c25fd448a313fafaf94.jpg: 256x256 1 0s, Done. (0.009s)
image 96/100 ../test/images/7227_jpg.rf.850774c8dd852c1b1c3e4527ff40facc.jpg: 256x256 1 0s, Done. (0.008s)
image 97/100 ../test/images/7230_jpg.rf.fdeec6afb476d1409ec704ffeb9c4b10.jpg: 256x256 3 0s, Done. (0.010s)
image 98/100 ../test/images/7234_jpg.rf.903eb038c898de323c34702764e01bc5.jpg: 256x256 2 0s, Done. (0.011s)
image 99/100 ../test/images/7254_jpg.rf.cb670009a30bd7f993189fcdb891e631.jpg: 256x256 1 0s, Done. (0.009s)
image 100/100 ../test/images/7260_jpg.rf.fae7ea41c75ced409399121bf033c3d1.jpg: 256x256 1 0s, Done. (0.009s)
Results saved to /content/yolov5/inference/output
Done. (1.667s)


#display inference on ALL test images
import glob
from IPython.display import Image, display

for imageName in glob.glob('/content/yolov5/inference/output/*.jpg'): #assuming JPG
    display(Image(filename=imageName))
    print("\n")


import zipfile
from google.colab import drive

drive.mount('/content/drive/')
zip_ref = zipfile.ZipFile("/content/drive/My Drive/LESIMAGES.zip", 'r')
zip_ref.extractall("/tmp")
zip_ref.close()

Drive already mounted at /content/drive/; to attempt to forcibly remount, call drive.mount("/content/drive/", force_remount=True).


#!python detect.py --output ./inference/SAOUDA22030out/ --source ./inference/SAOUDA22030/ --weights ./weights/last_yolov5s_results.pt --conf 0.4 --img-size 512
#!python detect.py --output ./inference/SAOUDA23020out/ --source ./inference/SAOUDA23020/ --weights ./weights/last_yolov5s_results.pt --conf 0.4 --img-size 512
#!python detect.py --output ./inference/SAOUDA23030out/ --source ./inference/SAOUDA23030/ --weights ./weights/last_yolov5s_results.pt --conf 0.4 --img-size 512
!python detect.py --output ./inference/11010out/ --source ./inference/11010/ --weights ./weights/last_yolov5s_results.pt --conf 0.4 --img-size 256

Streaming output truncated to the last 5000 lines.
image 1637/1650 inference/21010_Volkameriana/987.jpg: 256x256 Done. (0.010s)
image 1638/1650 inference/21010_Volkameriana/988.jpg: 256x256 Done. (0.008s)
image 1639/1650 inference/21010_Volkameriana/989.jpg: 256x256 Done. (0.009s)
image 1640/1650 inference/21010_Volkameriana/99.jpg: 256x256 Done. (0.008s)
image 1641/1650 inference/21010_Volkameriana/990.jpg: 256x256 1 0s, Done. (0.009s)
image 1642/1650 inference/21010_Volkameriana/991.jpg: 256x256 Done. (0.008s)
image 1643/1650 inference/21010_Volkameriana/992.jpg: 256x256 Done. (0.008s)
image 1644/1650 inference/21010_Volkameriana/993.jpg: 256x256 Done. (0.008s)
image 1645/1650 inference/21010_Volkameriana/994.jpg: 256x256 Done. (0.008s)
image 1646/1650 inference/21010_Volkameriana/995.jpg: 256x256 Done. (0.008s)
image 1647/1650 inference/21010_Volkameriana/996.jpg: 256x256 Done. (0.008s)
image 1648/1650 inference/21010_Volkameriana/997.jpg: 256x256 Done. (0.008s)
image 1649/1650 inference/21010_Volkameriana/998.jpg: 256x256 Done. (0.008s)
image 1650/1650 inference/21010_Volkameriana/999.jpg: 256x256 Done. (0.008s)
Results saved to /content/yolov5/./inference/21010_Volkamerianaout/
Done. (19.507s)
Namespace(agnostic_nms=False, augment=False, classes=None, conf_thres=0.4, device='', img_size=256, iou_thres=0.5, output='./inference/12210out/', save_txt=False, source='./inference/12210/', update=False, view_img=False, weights='./weights/last_yolov5s_results.pt')
/usr/local/lib/python3.6/dist-packages/torch/cuda/__init__.py:125: UserWarning: 
Tesla T4 with CUDA capability sm_75 is not compatible with the current PyTorch installation.
The current PyTorch install supports CUDA capabilities sm_37 sm_50 sm_60 sm_70.
If you want to use the Tesla T4 GPU with PyTorch, please check the instructions at https://pytorch.org/get-started/locally/

  warnings.warn(incompatible_device_warn.format(device_name, capability, " ".join(arch_list), device_name))
Using CUDA device0 _CudaDeviceProperties(name='Tesla T4', total_memory=15079MB)

image 1/1650 inference/12210/1.jpg: 256x256 Done. (0.010s)
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image 223/1650 inference/12210/1199.jpg: 256x256 Done. (0.008s)
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image 261/1650 inference/12210/1232.jpg: 256x256 Done. (0.008s)
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image 703/1650 inference/12210/1630.jpg: 256x256 Done. (0.008s)
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image 724/1650 inference/12210/165.jpg: 256x256 Done. (0.008s)
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image 1019/1650 inference/12210/43.jpg: 256x256 Done. (0.011s)
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image 1024/1650 inference/12210/434.jpg: 256x256 1 0s, Done. (0.009s)
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image 1043/1650 inference/12210/451.jpg: 256x256 2 0s, Done. (0.010s)
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Results saved to /content/yolov5/./inference/12210out/
Done. (20.007s)
Namespace(agnostic_nms=False, augment=False, classes=None, conf_thres=0.4, device='', img_size=256, iou_thres=0.5, output='./inference/22110out/', save_txt=False, source='./inference/22110/', update=False, view_img=False, weights='./weights/last_yolov5s_results.pt')
/usr/local/lib/python3.6/dist-packages/torch/cuda/__init__.py:125: UserWarning: 
Tesla T4 with CUDA capability sm_75 is not compatible with the current PyTorch installation.
The current PyTorch install supports CUDA capabilities sm_37 sm_50 sm_60 sm_70.
If you want to use the Tesla T4 GPU with PyTorch, please check the instructions at https://pytorch.org/get-started/locally/

  warnings.warn(incompatible_device_warn.format(device_name, capability, " ".join(arch_list), device_name))
Using CUDA device0 _CudaDeviceProperties(name='Tesla T4', total_memory=15079MB)

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image 252/1650 inference/22110/1224.jpg: 256x256 Done. (0.008s)
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image 266/1650 inference/22110/1237.jpg: 256x256 Done. (0.008s)
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image 288/1650 inference/22110/1257.jpg: 256x256 2 0s, Done. (0.009s)
image 289/1650 inference/22110/1258.jpg: 256x256 1 0s, Done. (0.011s)
image 290/1650 inference/22110/1259.jpg: 256x256 1 0s, Done. (0.013s)
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image 298/1650 inference/22110/1266.jpg: 256x256 3 0s, Done. (0.011s)
image 299/1650 inference/22110/1267.jpg: 256x256 1 0s, Done. (0.011s)
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image 303/1650 inference/22110/1270.jpg: 256x256 Done. (0.010s)
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image 306/1650 inference/22110/1273.jpg: 256x256 Done. (0.008s)
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image 313/1650 inference/22110/128.jpg: 256x256 1 0s, Done. (0.009s)
image 314/1650 inference/22110/1280.jpg: 256x256 Done. (0.008s)
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image 325/1650 inference/22110/1290.jpg: 256x256 Done. (0.009s)
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image 337/1650 inference/22110/1300.jpg: 256x256 Done. (0.008s)
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image 353/1650 inference/22110/1315.jpg: 256x256 1 0s, Done. (0.010s)
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image 446/1650 inference/22110/14.jpg: 256x256 Done. (0.011s)
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image 452/1650 inference/22110/1404.jpg: 256x256 2 0s, Done. (0.009s)
image 453/1650 inference/22110/1405.jpg: 256x256 1 0s, Done. (0.009s)
image 454/1650 inference/22110/1406.jpg: 256x256 Done. (0.008s)
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image 458/1650 inference/22110/141.jpg: 256x256 1 0s, Done. (0.009s)
image 459/1650 inference/22110/1410.jpg: 256x256 1 0s, Done. (0.009s)
image 460/1650 inference/22110/1411.jpg: 256x256 1 0s, Done. (0.009s)
image 461/1650 inference/22110/1412.jpg: 256x256 2 0s, Done. (0.009s)
image 462/1650 inference/22110/1413.jpg: 256x256 Done. (0.009s)
image 463/1650 inference/22110/1414.jpg: 256x256 Done. (0.009s)
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image 467/1650 inference/22110/1418.jpg: 256x256 1 0s, Done. (0.009s)
image 468/1650 inference/22110/1419.jpg: 256x256 1 0s, Done. (0.009s)
image 469/1650 inference/22110/142.jpg: 256x256 Done. (0.008s)
image 470/1650 inference/22110/1420.jpg: 256x256 Done. (0.008s)
image 471/1650 inference/22110/1421.jpg: 256x256 Done. (0.008s)
image 472/1650 inference/22110/1422.jpg: 256x256 Done. (0.011s)
image 473/1650 inference/22110/1423.jpg: 256x256 Done. (0.008s)
image 474/1650 inference/22110/1424.jpg: 256x256 2 0s, Done. (0.010s)
image 475/1650 inference/22110/1425.jpg: 256x256 1 0s, Done. (0.009s)
image 476/1650 inference/22110/1426.jpg: 256x256 1 0s, Done. (0.011s)
image 477/1650 inference/22110/1427.jpg: 256x256 1 0s, Done. (0.009s)
image 478/1650 inference/22110/1428.jpg: 256x256 1 0s, Done. (0.009s)
image 479/1650 inference/22110/1429.jpg: 256x256 Done. (0.008s)
image 480/1650 inference/22110/143.jpg: 256x256 Done. (0.008s)
image 481/1650 inference/22110/1430.jpg: 256x256 Done. (0.008s)
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image 483/1650 inference/22110/1432.jpg: 256x256 Done. (0.008s)
image 484/1650 inference/22110/1433.jpg: 256x256 Done. (0.013s)
image 485/1650 inference/22110/1434.jpg: 256x256 1 0s, Done. (0.014s)
image 486/1650 inference/22110/1435.jpg: 256x256 1 0s, Done. (0.010s)
image 487/1650 inference/22110/1436.jpg: 256x256 3 0s, Done. (0.011s)
image 488/1650 inference/22110/1437.jpg: 256x256 1 0s, Done. (0.009s)
image 489/1650 inference/22110/1438.jpg: 256x256 1 0s, Done. (0.009s)
image 490/1650 inference/22110/1439.jpg: 256x256 Done. (0.008s)
image 491/1650 inference/22110/144.jpg: 256x256 Done. (0.008s)
image 492/1650 inference/22110/1440.jpg: 256x256 Done. (0.009s)
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image 495/1650 inference/22110/1443.jpg: 256x256 2 0s, Done. (0.009s)
image 496/1650 inference/22110/1444.jpg: 256x256 1 0s, Done. (0.009s)
image 497/1650 inference/22110/1445.jpg: 256x256 Done. (0.008s)
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image 512/1650 inference/22110/1459.jpg: 256x256 Done. (0.008s)
image 513/1650 inference/22110/146.jpg: 256x256 1 0s, Done. (0.009s)
image 514/1650 inference/22110/1460.jpg: 256x256 Done. (0.008s)
image 515/1650 inference/22110/1461.jpg: 256x256 Done. (0.008s)
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image 517/1650 inference/22110/1463.jpg: 256x256 Done. (0.008s)
image 518/1650 inference/22110/1464.jpg: 256x256 1 0s, Done. (0.010s)
image 519/1650 inference/22110/1465.jpg: 256x256 Done. (0.016s)
image 520/1650 inference/22110/1466.jpg: 256x256 Done. (0.014s)
image 521/1650 inference/22110/1467.jpg: 256x256 Done. (0.010s)
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image 523/1650 inference/22110/1469.jpg: 256x256 Done. (0.010s)
image 524/1650 inference/22110/147.jpg: 256x256 Done. (0.010s)
image 525/1650 inference/22110/1470.jpg: 256x256 Done. (0.014s)
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image 571/1650 inference/22110/1511.jpg: 256x256 Done. (0.009s)
image 572/1650 inference/22110/1512.jpg: 256x256 Done. (0.008s)
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image 579/1650 inference/22110/1519.jpg: 256x256 2 0s, Done. (0.009s)
image 580/1650 inference/22110/152.jpg: 256x256 Done. (0.009s)
image 581/1650 inference/22110/1520.jpg: 256x256 Done. (0.011s)
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image 592/1650 inference/22110/1530.jpg: 256x256 Done. (0.011s)
image 593/1650 inference/22110/1531.jpg: 256x256 Done. (0.009s)
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image 603/1650 inference/22110/1540.jpg: 256x256 2 0s, Done. (0.009s)
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image 669/1650 inference/22110/160.jpg: 256x256 Done. (0.010s)
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image 684/1650 inference/22110/1613.jpg: 256x256 Done. (0.008s)
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image 703/1650 inference/22110/1630.jpg: 256x256 Done. (0.008s)
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image 714/1650 inference/22110/1640.jpg: 256x256 Done. (0.009s)
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image 722/1650 inference/22110/1648.jpg: 256x256 Done. (0.008s)
image 723/1650 inference/22110/1649.jpg: 256x256 2 0s, Done. (0.009s)
image 724/1650 inference/22110/165.jpg: 256x256 Done. (0.008s)
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image 728/1650 inference/22110/168.jpg: 256x256 Done. (0.008s)
image 729/1650 inference/22110/169.jpg: 256x256 Done. (0.008s)
image 730/1650 inference/22110/17.jpg: 256x256 Done. (0.008s)
image 731/1650 inference/22110/170.jpg: 256x256 Done. (0.010s)
image 732/1650 inference/22110/171.jpg: 256x256 Done. (0.008s)
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image 740/1650 inference/22110/179.jpg: 256x256 Done. (0.008s)
image 741/1650 inference/22110/18.jpg: 256x256 2 0s, Done. (0.009s)
image 742/1650 inference/22110/180.jpg: 256x256 Done. (0.008s)
image 743/1650 inference/22110/181.jpg: 256x256 Done. (0.008s)
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image 746/1650 inference/22110/184.jpg: 256x256 Done. (0.008s)
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image 751/1650 inference/22110/189.jpg: 256x256 Done. (0.009s)
image 752/1650 inference/22110/19.jpg: 256x256 Done. (0.013s)
image 753/1650 inference/22110/190.jpg: 256x256 1 0s, Done. (0.011s)
image 754/1650 inference/22110/191.jpg: 256x256 Done. (0.008s)
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image 758/1650 inference/22110/195.jpg: 256x256 Done. (0.008s)
image 759/1650 inference/22110/196.jpg: 256x256 1 0s, Done. (0.009s)
image 760/1650 inference/22110/197.jpg: 256x256 Done. (0.008s)
image 761/1650 inference/22110/198.jpg: 256x256 Done. (0.008s)
image 762/1650 inference/22110/199.jpg: 256x256 Done. (0.008s)
image 763/1650 inference/22110/2.jpg: 256x256 Done. (0.008s)
image 764/1650 inference/22110/20.jpg: 256x256 1 0s, Done. (0.009s)
image 765/1650 inference/22110/200.jpg: 256x256 Done. (0.012s)
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image 769/1650 inference/22110/204.jpg: 256x256 Done. (0.009s)
image 770/1650 inference/22110/205.jpg: 256x256 1 0s, Done. (0.011s)
image 771/1650 inference/22110/206.jpg: 256x256 Done. (0.010s)
image 772/1650 inference/22110/207.jpg: 256x256 Done. (0.010s)
image 773/1650 inference/22110/208.jpg: 256x256 1 0s, Done. (0.014s)
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image 775/1650 inference/22110/21.jpg: 256x256 Done. (0.010s)
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image 781/1650 inference/22110/215.jpg: 256x256 2 0s, Done. (0.014s)
image 782/1650 inference/22110/216.jpg: 256x256 Done. (0.013s)
image 783/1650 inference/22110/217.jpg: 256x256 Done. (0.012s)
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image 786/1650 inference/22110/22.jpg: 256x256 Done. (0.010s)
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image 789/1650 inference/22110/222.jpg: 256x256 4 0s, Done. (0.011s)
image 790/1650 inference/22110/223.jpg: 256x256 2 0s, Done. (0.011s)
image 791/1650 inference/22110/224.jpg: 256x256 3 0s, Done. (0.011s)
image 792/1650 inference/22110/225.jpg: 256x256 Done. (0.011s)
image 793/1650 inference/22110/226.jpg: 256x256 Done. (0.010s)
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image 796/1650 inference/22110/229.jpg: 256x256 Done. (0.010s)
image 797/1650 inference/22110/23.jpg: 256x256 Done. (0.010s)
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image 799/1650 inference/22110/231.jpg: 256x256 Done. (0.010s)
image 800/1650 inference/22110/232.jpg: 256x256 2 0s, Done. (0.011s)
image 801/1650 inference/22110/233.jpg: 256x256 2 0s, Done. (0.011s)
image 802/1650 inference/22110/234.jpg: 256x256 Done. (0.010s)
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image 804/1650 inference/22110/236.jpg: 256x256 Done. (0.010s)
image 805/1650 inference/22110/237.jpg: 256x256 Done. (0.008s)
image 806/1650 inference/22110/238.jpg: 256x256 Done. (0.014s)
image 807/1650 inference/22110/239.jpg: 256x256 Done. (0.009s)
image 808/1650 inference/22110/24.jpg: 256x256 Done. (0.010s)
image 809/1650 inference/22110/240.jpg: 256x256 Done. (0.009s)
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image 811/1650 inference/22110/242.jpg: 256x256 Done. (0.008s)
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image 813/1650 inference/22110/244.jpg: 256x256 Done. (0.008s)
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image 815/1650 inference/22110/246.jpg: 256x256 Done. (0.009s)
image 816/1650 inference/22110/247.jpg: 256x256 2 0s, Done. (0.009s)
image 817/1650 inference/22110/248.jpg: 256x256 Done. (0.008s)
image 818/1650 inference/22110/249.jpg: 256x256 Done. (0.008s)
image 819/1650 inference/22110/25.jpg: 256x256 1 0s, Done. (0.009s)
image 820/1650 inference/22110/250.jpg: 256x256 Done. (0.008s)
image 821/1650 inference/22110/251.jpg: 256x256 Done. (0.008s)
image 822/1650 inference/22110/252.jpg: 256x256 Done. (0.008s)
image 823/1650 inference/22110/253.jpg: 256x256 2 0s, Done. (0.009s)
image 824/1650 inference/22110/254.jpg: 256x256 Done. (0.008s)
image 825/1650 inference/22110/255.jpg: 256x256 Done. (0.009s)
image 826/1650 inference/22110/256.jpg: 256x256 1 0s, Done. (0.009s)
image 827/1650 inference/22110/257.jpg: 256x256 Done. (0.008s)
image 828/1650 inference/22110/258.jpg: 256x256 Done. (0.008s)
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image 830/1650 inference/22110/26.jpg: 256x256 Done. (0.008s)
image 831/1650 inference/22110/260.jpg: 256x256 1 0s, Done. (0.013s)
image 832/1650 inference/22110/261.jpg: 256x256 1 0s, Done. (0.009s)
image 833/1650 inference/22110/262.jpg: 256x256 Done. (0.008s)
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image 835/1650 inference/22110/264.jpg: 256x256 Done. (0.008s)
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image 837/1650 inference/22110/266.jpg: 256x256 Done. (0.010s)
image 838/1650 inference/22110/267.jpg: 256x256 2 0s, Done. (0.009s)
image 839/1650 inference/22110/268.jpg: 256x256 1 0s, Done. (0.011s)
image 840/1650 inference/22110/269.jpg: 256x256 Done. (0.008s)
image 841/1650 inference/22110/27.jpg: 256x256 Done. (0.008s)
image 842/1650 inference/22110/270.jpg: 256x256 Done. (0.008s)
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image 848/1650 inference/22110/276.jpg: 256x256 Done. (0.008s)
image 849/1650 inference/22110/277.jpg: 256x256 Done. (0.008s)
image 850/1650 inference/22110/278.jpg: 256x256 3 0s, Done. (0.009s)
image 851/1650 inference/22110/279.jpg: 256x256 Done. (0.010s)
image 852/1650 inference/22110/28.jpg: 256x256 1 0s, Done. (0.009s)
image 853/1650 inference/22110/280.jpg: 256x256 Done. (0.008s)
image 854/1650 inference/22110/281.jpg: 256x256 Done. (0.008s)
image 855/1650 inference/22110/282.jpg: 256x256 Done. (0.009s)
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image 861/1650 inference/22110/288.jpg: 256x256 Done. (0.013s)
image 862/1650 inference/22110/289.jpg: 256x256 Done. (0.012s)
image 863/1650 inference/22110/29.jpg: 256x256 Done. (0.012s)
image 864/1650 inference/22110/290.jpg: 256x256 Done. (0.010s)
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image 866/1650 inference/22110/292.jpg: 256x256 Done. (0.009s)
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image 868/1650 inference/22110/294.jpg: 256x256 Done. (0.008s)
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image 870/1650 inference/22110/296.jpg: 256x256 Done. (0.008s)
image 871/1650 inference/22110/297.jpg: 256x256 Done. (0.010s)
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image 873/1650 inference/22110/299.jpg: 256x256 Done. (0.008s)
image 874/1650 inference/22110/3.jpg: 256x256 Done. (0.008s)
image 875/1650 inference/22110/30.jpg: 256x256 Done. (0.009s)
image 876/1650 inference/22110/300.jpg: 256x256 Done. (0.008s)
image 877/1650 inference/22110/301.jpg: 256x256 Done. (0.009s)
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image 879/1650 inference/22110/303.jpg: 256x256 Done. (0.009s)
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image 886/1650 inference/22110/31.jpg: 256x256 1 0s, Done. (0.009s)
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image 892/1650 inference/22110/315.jpg: 256x256 Done. (0.009s)
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image 894/1650 inference/22110/317.jpg: 256x256 Done. (0.008s)
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image 896/1650 inference/22110/319.jpg: 256x256 Done. (0.009s)
image 897/1650 inference/22110/32.jpg: 256x256 Done. (0.008s)
image 898/1650 inference/22110/320.jpg: 256x256 1 0s, Done. (0.009s)
image 899/1650 inference/22110/321.jpg: 256x256 1 0s, Done. (0.009s)
image 900/1650 inference/22110/322.jpg: 256x256 Done. (0.009s)
image 901/1650 inference/22110/323.jpg: 256x256 1 0s, Done. (0.009s)
image 902/1650 inference/22110/324.jpg: 256x256 Done. (0.009s)
image 903/1650 inference/22110/325.jpg: 256x256 Done. (0.008s)
image 904/1650 inference/22110/326.jpg: 256x256 Done. (0.008s)
image 905/1650 inference/22110/327.jpg: 256x256 Done. (0.008s)
image 906/1650 inference/22110/328.jpg: 256x256 Done. (0.008s)
image 907/1650 inference/22110/329.jpg: 256x256 Done. (0.009s)
image 908/1650 inference/22110/33.jpg: 256x256 Done. (0.008s)
image 909/1650 inference/22110/330.jpg: 256x256 Done. (0.008s)
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image 912/1650 inference/22110/333.jpg: 256x256 Done. (0.009s)
image 913/1650 inference/22110/334.jpg: 256x256 1 0s, Done. (0.009s)
image 914/1650 inference/22110/335.jpg: 256x256 2 0s, Done. (0.015s)
image 915/1650 inference/22110/336.jpg: 256x256 Done. (0.008s)
image 916/1650 inference/22110/337.jpg: 256x256 Done. (0.008s)
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image 918/1650 inference/22110/339.jpg: 256x256 Done. (0.009s)
image 919/1650 inference/22110/34.jpg: 256x256 Done. (0.011s)
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image 925/1650 inference/22110/345.jpg: 256x256 1 0s, Done. (0.010s)
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image 936/1650 inference/22110/355.jpg: 256x256 3 0s, Done. (0.009s)
image 937/1650 inference/22110/356.jpg: 256x256 1 0s, Done. (0.009s)
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image 939/1650 inference/22110/358.jpg: 256x256 Done. (0.009s)
image 940/1650 inference/22110/359.jpg: 256x256 1 0s, Done. (0.015s)
image 941/1650 inference/22110/36.jpg: 256x256 Done. (0.008s)
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image 947/1650 inference/22110/365.jpg: 256x256 1 0s, Done. (0.014s)
image 948/1650 inference/22110/366.jpg: 256x256 3 0s, Done. (0.012s)
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image 951/1650 inference/22110/369.jpg: 256x256 Done. (0.009s)
image 952/1650 inference/22110/37.jpg: 256x256 Done. (0.009s)
image 953/1650 inference/22110/370.jpg: 256x256 1 0s, Done. (0.011s)
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image 956/1650 inference/22110/373.jpg: 256x256 1 0s, Done. (0.011s)
image 957/1650 inference/22110/374.jpg: 256x256 2 0s, Done. (0.011s)
image 958/1650 inference/22110/375.jpg: 256x256 2 0s, Done. (0.011s)
image 959/1650 inference/22110/376.jpg: 256x256 1 0s, Done. (0.011s)
image 960/1650 inference/22110/377.jpg: 256x256 2 0s, Done. (0.011s)
image 961/1650 inference/22110/378.jpg: 256x256 3 0s, Done. (0.011s)
image 962/1650 inference/22110/379.jpg: 256x256 1 0s, Done. (0.011s)
image 963/1650 inference/22110/38.jpg: 256x256 1 0s, Done. (0.010s)
image 964/1650 inference/22110/380.jpg: 256x256 1 0s, Done. (0.011s)
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image 970/1650 inference/22110/386.jpg: 256x256 2 0s, Done. (0.014s)
image 971/1650 inference/22110/387.jpg: 256x256 2 0s, Done. (0.011s)
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image 973/1650 inference/22110/389.jpg: 256x256 1 0s, Done. (0.011s)
image 974/1650 inference/22110/39.jpg: 256x256 Done. (0.009s)
image 975/1650 inference/22110/390.jpg: 256x256 Done. (0.008s)
image 976/1650 inference/22110/391.jpg: 256x256 1 0s, Done. (0.009s)
image 977/1650 inference/22110/392.jpg: 256x256 1 0s, Done. (0.009s)
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image 980/1650 inference/22110/395.jpg: 256x256 Done. (0.008s)
image 981/1650 inference/22110/396.jpg: 256x256 1 0s, Done. (0.009s)
image 982/1650 inference/22110/397.jpg: 256x256 Done. (0.009s)
image 983/1650 inference/22110/398.jpg: 256x256 Done. (0.008s)
image 984/1650 inference/22110/399.jpg: 256x256 1 0s, Done. (0.010s)
image 985/1650 inference/22110/4.jpg: 256x256 Done. (0.008s)
image 986/1650 inference/22110/40.jpg: 256x256 Done. (0.008s)
image 987/1650 inference/22110/400.jpg: 256x256 Done. (0.008s)
image 988/1650 inference/22110/401.jpg: 256x256 Done. (0.010s)
image 989/1650 inference/22110/402.jpg: 256x256 Done. (0.008s)
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image 991/1650 inference/22110/404.jpg: 256x256 Done. (0.008s)
image 992/1650 inference/22110/405.jpg: 256x256 Done. (0.011s)
image 993/1650 inference/22110/406.jpg: 256x256 Done. (0.008s)
image 994/1650 inference/22110/407.jpg: 256x256 Done. (0.008s)
image 995/1650 inference/22110/408.jpg: 256x256 1 0s, Done. (0.009s)
image 996/1650 inference/22110/409.jpg: 256x256 2 0s, Done. (0.009s)
image 997/1650 inference/22110/41.jpg: 256x256 Done. (0.008s)
image 998/1650 inference/22110/410.jpg: 256x256 Done. (0.008s)
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image 1000/1650 inference/22110/412.jpg: 256x256 Done. (0.008s)
image 1001/1650 inference/22110/413.jpg: 256x256 Done. (0.008s)
image 1002/1650 inference/22110/414.jpg: 256x256 Done. (0.008s)
image 1003/1650 inference/22110/415.jpg: 256x256 1 0s, Done. (0.009s)
image 1004/1650 inference/22110/416.jpg: 256x256 2 0s, Done. (0.009s)
image 1005/1650 inference/22110/417.jpg: 256x256 1 0s, Done. (0.011s)
image 1006/1650 inference/22110/418.jpg: 256x256 1 0s, Done. (0.009s)
image 1007/1650 inference/22110/419.jpg: 256x256 1 0s, Done. (0.011s)
image 1008/1650 inference/22110/42.jpg: 256x256 Done. (0.008s)
image 1009/1650 inference/22110/420.jpg: 256x256 Done. (0.008s)
image 1010/1650 inference/22110/421.jpg: 256x256 Done. (0.008s)
image 1011/1650 inference/22110/422.jpg: 256x256 Done. (0.008s)
image 1012/1650 inference/22110/423.jpg: 256x256 2 0s, Done. (0.009s)
image 1013/1650 inference/22110/424.jpg: 256x256 1 0s, Done. (0.009s)
image 1014/1650 inference/22110/425.jpg: 256x256 Done. (0.008s)
image 1015/1650 inference/22110/426.jpg: 256x256 Done. (0.008s)
image 1016/1650 inference/22110/427.jpg: 256x256 1 0s, Done. (0.009s)
image 1017/1650 inference/22110/428.jpg: 256x256 2 0s, Done. (0.009s)
image 1018/1650 inference/22110/429.jpg: 256x256 1 0s, Done. (0.009s)
image 1019/1650 inference/22110/43.jpg: 256x256 Done. (0.008s)
image 1020/1650 inference/22110/430.jpg: 256x256 Done. (0.008s)
image 1021/1650 inference/22110/431.jpg: 256x256 2 0s, Done. (0.009s)
image 1022/1650 inference/22110/432.jpg: 256x256 2 0s, Done. (0.011s)
image 1023/1650 inference/22110/433.jpg: 256x256 1 0s, Done. (0.009s)
image 1024/1650 inference/22110/434.jpg: 256x256 2 0s, Done. (0.009s)
image 1025/1650 inference/22110/435.jpg: 256x256 1 0s, Done. (0.010s)
image 1026/1650 inference/22110/436.jpg: 256x256 2 0s, Done. (0.015s)
image 1027/1650 inference/22110/437.jpg: 256x256 Done. (0.016s)
image 1028/1650 inference/22110/438.jpg: 256x256 1 0s, Done. (0.011s)
image 1029/1650 inference/22110/439.jpg: 256x256 Done. (0.010s)
image 1030/1650 inference/22110/44.jpg: 256x256 1 0s, Done. (0.011s)
image 1031/1650 inference/22110/440.jpg: 256x256 Done. (0.009s)
image 1032/1650 inference/22110/441.jpg: 256x256 Done. (0.009s)
image 1033/1650 inference/22110/442.jpg: 256x256 Done. (0.008s)
image 1034/1650 inference/22110/443.jpg: 256x256 Done. (0.008s)
image 1035/1650 inference/22110/444.jpg: 256x256 Done. (0.008s)
image 1036/1650 inference/22110/445.jpg: 256x256 1 0s, Done. (0.011s)
image 1037/1650 inference/22110/446.jpg: 256x256 Done. (0.009s)
image 1038/1650 inference/22110/447.jpg: 256x256 Done. (0.008s)
image 1039/1650 inference/22110/448.jpg: 256x256 Done. (0.008s)
image 1040/1650 inference/22110/449.jpg: 256x256 Done. (0.009s)
image 1041/1650 inference/22110/45.jpg: 256x256 3 0s, Done. (0.011s)
image 1042/1650 inference/22110/450.jpg: 256x256 1 0s, Done. (0.011s)
image 1043/1650 inference/22110/451.jpg: 256x256 Done. (0.010s)
image 1044/1650 inference/22110/452.jpg: 256x256 1 0s, Done. (0.011s)
image 1045/1650 inference/22110/453.jpg: 256x256 Done. (0.010s)
image 1046/1650 inference/22110/454.jpg: 256x256 1 0s, Done. (0.011s)
image 1047/1650 inference/22110/455.jpg: 256x256 Done. (0.010s)
image 1048/1650 inference/22110/456.jpg: 256x256 2 0s, Done. (0.010s)
image 1049/1650 inference/22110/457.jpg: 256x256 Done. (0.008s)
image 1050/1650 inference/22110/458.jpg: 256x256 Done. (0.008s)
image 1051/1650 inference/22110/459.jpg: 256x256 Done. (0.008s)
image 1052/1650 inference/22110/46.jpg: 256x256 1 0s, Done. (0.009s)
image 1053/1650 inference/22110/460.jpg: 256x256 Done. (0.008s)
image 1054/1650 inference/22110/461.jpg: 256x256 Done. (0.008s)
image 1055/1650 inference/22110/462.jpg: 256x256 Done. (0.008s)
image 1056/1650 inference/22110/463.jpg: 256x256 1 0s, Done. (0.009s)
image 1057/1650 inference/22110/464.jpg: 256x256 1 0s, Done. (0.009s)
image 1058/1650 inference/22110/465.jpg: 256x256 Done. (0.008s)
image 1059/1650 inference/22110/466.jpg: 256x256 Done. (0.008s)
image 1060/1650 inference/22110/467.jpg: 256x256 1 0s, Done. (0.010s)
image 1061/1650 inference/22110/468.jpg: 256x256 Done. (0.011s)
image 1062/1650 inference/22110/469.jpg: 256x256 Done. (0.010s)
image 1063/1650 inference/22110/47.jpg: 256x256 Done. (0.008s)
image 1064/1650 inference/22110/470.jpg: 256x256 2 0s, Done. (0.009s)
image 1065/1650 inference/22110/471.jpg: 256x256 Done. (0.008s)
image 1066/1650 inference/22110/472.jpg: 256x256 Done. (0.008s)
image 1067/1650 inference/22110/473.jpg: 256x256 Done. (0.008s)
image 1068/1650 inference/22110/474.jpg: 256x256 Done. (0.008s)
image 1069/1650 inference/22110/475.jpg: 256x256 Done. (0.008s)
image 1070/1650 inference/22110/476.jpg: 256x256 Done. (0.008s)
image 1071/1650 inference/22110/477.jpg: 256x256 1 0s, Done. (0.009s)
image 1072/1650 inference/22110/478.jpg: 256x256 Done. (0.008s)
image 1073/1650 inference/22110/479.jpg: 256x256 2 0s, Done. (0.009s)
image 1074/1650 inference/22110/48.jpg: 256x256 1 0s, Done. (0.011s)
image 1075/1650 inference/22110/480.jpg: 256x256 2 0s, Done. (0.009s)
image 1076/1650 inference/22110/481.jpg: 256x256 1 0s, Done. (0.009s)
image 1077/1650 inference/22110/482.jpg: 256x256 Done. (0.008s)
image 1078/1650 inference/22110/483.jpg: 256x256 Done. (0.008s)
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image 1080/1650 inference/22110/485.jpg: 256x256 Done. (0.008s)
image 1081/1650 inference/22110/486.jpg: 256x256 Done. (0.008s)
image 1082/1650 inference/22110/487.jpg: 256x256 Done. (0.008s)
image 1083/1650 inference/22110/488.jpg: 256x256 Done. (0.008s)
image 1084/1650 inference/22110/489.jpg: 256x256 1 0s, Done. (0.009s)
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image 1255/1650 inference/22110/642.jpg: 256x256 Done. (0.012s)
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image 1283/1650 inference/22110/668.jpg: 256x256 Done. (0.016s)
image 1284/1650 inference/22110/669.jpg: 256x256 Done. (0.013s)
image 1285/1650 inference/22110/67.jpg: 256x256 2 0s, Done. (0.011s)
image 1286/1650 inference/22110/670.jpg: 256x256 Done. (0.010s)
image 1287/1650 inference/22110/671.jpg: 256x256 Done. (0.010s)
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image 1295/1650 inference/22110/679.jpg: 256x256 Done. (0.009s)
image 1296/1650 inference/22110/68.jpg: 256x256 Done. (0.008s)
image 1297/1650 inference/22110/680.jpg: 256x256 Done. (0.008s)
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image 1299/1650 inference/22110/682.jpg: 256x256 Done. (0.008s)
image 1300/1650 inference/22110/683.jpg: 256x256 2 0s, Done. (0.009s)
image 1301/1650 inference/22110/684.jpg: 256x256 Done. (0.008s)
image 1302/1650 inference/22110/685.jpg: 256x256 Done. (0.008s)
image 1303/1650 inference/22110/686.jpg: 256x256 1 0s, Done. (0.009s)
image 1304/1650 inference/22110/687.jpg: 256x256 2 0s, Done. (0.009s)
image 1305/1650 inference/22110/688.jpg: 256x256 Done. (0.010s)
image 1306/1650 inference/22110/689.jpg: 256x256 Done. (0.008s)
image 1307/1650 inference/22110/69.jpg: 256x256 Done. (0.008s)
image 1308/1650 inference/22110/690.jpg: 256x256 Done. (0.008s)
image 1309/1650 inference/22110/691.jpg: 256x256 Done. (0.008s)
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image 1311/1650 inference/22110/693.jpg: 256x256 Done. (0.008s)
image 1312/1650 inference/22110/694.jpg: 256x256 2 0s, Done. (0.009s)
image 1313/1650 inference/22110/695.jpg: 256x256 1 0s, Done. (0.009s)
image 1314/1650 inference/22110/696.jpg: 256x256 Done. (0.010s)
image 1315/1650 inference/22110/697.jpg: 256x256 1 0s, Done. (0.009s)
image 1316/1650 inference/22110/698.jpg: 256x256 Done. (0.008s)
image 1317/1650 inference/22110/699.jpg: 256x256 Done. (0.009s)
image 1318/1650 inference/22110/7.jpg: 256x256 Done. (0.008s)
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image 1324/1650 inference/22110/704.jpg: 256x256 Done. (0.011s)
image 1325/1650 inference/22110/705.jpg: 256x256 Done. (0.008s)
image 1326/1650 inference/22110/706.jpg: 256x256 Done. (0.008s)
image 1327/1650 inference/22110/707.jpg: 256x256 1 0s, Done. (0.009s)
image 1328/1650 inference/22110/708.jpg: 256x256 1 0s, Done. (0.012s)
image 1329/1650 inference/22110/709.jpg: 256x256 Done. (0.008s)
image 1330/1650 inference/22110/71.jpg: 256x256 Done. (0.008s)
image 1331/1650 inference/22110/710.jpg: 256x256 1 0s, Done. (0.009s)
image 1332/1650 inference/22110/711.jpg: 256x256 2 0s, Done. (0.009s)
image 1333/1650 inference/22110/712.jpg: 256x256 1 0s, Done. (0.009s)
image 1334/1650 inference/22110/713.jpg: 256x256 Done. (0.008s)
image 1335/1650 inference/22110/714.jpg: 256x256 1 0s, Done. (0.012s)
image 1336/1650 inference/22110/715.jpg: 256x256 1 0s, Done. (0.009s)
image 1337/1650 inference/22110/716.jpg: 256x256 Done. (0.009s)
image 1338/1650 inference/22110/717.jpg: 256x256 Done. (0.010s)
image 1339/1650 inference/22110/718.jpg: 256x256 Done. (0.008s)
image 1340/1650 inference/22110/719.jpg: 256x256 1 0s, Done. (0.009s)
image 1341/1650 inference/22110/72.jpg: 256x256 Done. (0.008s)
image 1342/1650 inference/22110/720.jpg: 256x256 Done. (0.008s)
image 1343/1650 inference/22110/721.jpg: 256x256 Done. (0.008s)
image 1344/1650 inference/22110/722.jpg: 256x256 1 0s, Done. (0.009s)
image 1345/1650 inference/22110/723.jpg: 256x256 Done. (0.008s)
image 1346/1650 inference/22110/724.jpg: 256x256 Done. (0.008s)
image 1347/1650 inference/22110/725.jpg: 256x256 1 0s, Done. (0.011s)
image 1348/1650 inference/22110/726.jpg: 256x256 Done. (0.008s)
image 1349/1650 inference/22110/727.jpg: 256x256 Done. (0.008s)
image 1350/1650 inference/22110/728.jpg: 256x256 Done. (0.008s)
image 1351/1650 inference/22110/729.jpg: 256x256 1 0s, Done. (0.009s)
image 1352/1650 inference/22110/73.jpg: 256x256 Done. (0.008s)
image 1353/1650 inference/22110/730.jpg: 256x256 1 0s, Done. (0.009s)
image 1354/1650 inference/22110/731.jpg: 256x256 4 0s, Done. (0.009s)
image 1355/1650 inference/22110/732.jpg: 256x256 Done. (0.008s)
image 1356/1650 inference/22110/733.jpg: 256x256 Done. (0.008s)
image 1357/1650 inference/22110/734.jpg: 256x256 Done. (0.008s)
image 1358/1650 inference/22110/735.jpg: 256x256 Done. (0.008s)
image 1359/1650 inference/22110/736.jpg: 256x256 Done. (0.008s)
image 1360/1650 inference/22110/737.jpg: 256x256 1 0s, Done. (0.009s)
image 1361/1650 inference/22110/738.jpg: 256x256 Done. (0.008s)
image 1362/1650 inference/22110/739.jpg: 256x256 1 0s, Done. (0.009s)
image 1363/1650 inference/22110/74.jpg: 256x256 Done. (0.008s)
image 1364/1650 inference/22110/740.jpg: 256x256 Done. (0.008s)
image 1365/1650 inference/22110/741.jpg: 256x256 1 0s, Done. (0.011s)
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image 1530/1650 inference/22110/890.jpg: 256x256 Done. (0.008s)
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image 1546/1650 inference/22110/904.jpg: 256x256 1 0s, Done. (0.010s)
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image 1559/1650 inference/22110/916.jpg: 256x256 Done. (0.010s)
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image 1563/1650 inference/22110/92.jpg: 256x256 Done. (0.010s)
image 1564/1650 inference/22110/920.jpg: 256x256 1 0s, Done. (0.011s)
image 1565/1650 inference/22110/921.jpg: 256x256 Done. (0.010s)
image 1566/1650 inference/22110/922.jpg: 256x256 1 0s, Done. (0.011s)
image 1567/1650 inference/22110/923.jpg: 256x256 3 0s, Done. (0.014s)
image 1568/1650 inference/22110/924.jpg: 256x256 Done. (0.010s)
image 1569/1650 inference/22110/925.jpg: 256x256 1 0s, Done. (0.011s)
image 1570/1650 inference/22110/926.jpg: 256x256 Done. (0.012s)
image 1571/1650 inference/22110/927.jpg: 256x256 Done. (0.012s)
image 1572/1650 inference/22110/928.jpg: 256x256 Done. (0.010s)
image 1573/1650 inference/22110/929.jpg: 256x256 1 0s, Done. (0.009s)
image 1574/1650 inference/22110/93.jpg: 256x256 Done. (0.008s)
image 1575/1650 inference/22110/930.jpg: 256x256 1 0s, Done. (0.009s)
image 1576/1650 inference/22110/931.jpg: 256x256 1 0s, Done. (0.009s)
image 1577/1650 inference/22110/932.jpg: 256x256 1 0s, Done. (0.009s)
image 1578/1650 inference/22110/933.jpg: 256x256 1 0s, Done. (0.009s)
image 1579/1650 inference/22110/934.jpg: 256x256 Done. (0.011s)
image 1580/1650 inference/22110/935.jpg: 256x256 Done. (0.008s)
image 1581/1650 inference/22110/936.jpg: 256x256 1 0s, Done. (0.009s)
image 1582/1650 inference/22110/937.jpg: 256x256 1 0s, Done. (0.009s)
image 1583/1650 inference/22110/938.jpg: 256x256 1 0s, Done. (0.009s)
image 1584/1650 inference/22110/939.jpg: 256x256 Done. (0.008s)
image 1585/1650 inference/22110/94.jpg: 256x256 1 0s, Done. (0.009s)
image 1586/1650 inference/22110/940.jpg: 256x256 1 0s, Done. (0.009s)
image 1587/1650 inference/22110/941.jpg: 256x256 Done. (0.008s)
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image 1593/1650 inference/22110/947.jpg: 256x256 1 0s, Done. (0.009s)
image 1594/1650 inference/22110/948.jpg: 256x256 2 0s, Done. (0.009s)
image 1595/1650 inference/22110/949.jpg: 256x256 1 0s, Done. (0.009s)
image 1596/1650 inference/22110/95.jpg: 256x256 Done. (0.010s)
image 1597/1650 inference/22110/950.jpg: 256x256 Done. (0.010s)
image 1598/1650 inference/22110/951.jpg: 256x256 1 0s, Done. (0.009s)
image 1599/1650 inference/22110/952.jpg: 256x256 Done. (0.008s)
image 1600/1650 inference/22110/953.jpg: 256x256 Done. (0.008s)
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image 1604/1650 inference/22110/957.jpg: 256x256 Done. (0.008s)
image 1605/1650 inference/22110/958.jpg: 256x256 1 0s, Done. (0.009s)
image 1606/1650 inference/22110/959.jpg: 256x256 1 0s, Done. (0.009s)
image 1607/1650 inference/22110/96.jpg: 256x256 Done. (0.008s)
image 1608/1650 inference/22110/960.jpg: 256x256 Done. (0.008s)
image 1609/1650 inference/22110/961.jpg: 256x256 Done. (0.008s)
image 1610/1650 inference/22110/962.jpg: 256x256 Done. (0.008s)
image 1611/1650 inference/22110/963.jpg: 256x256 Done. (0.008s)
image 1612/1650 inference/22110/964.jpg: 256x256 2 0s, Done. (0.009s)
image 1613/1650 inference/22110/965.jpg: 256x256 Done. (0.009s)
image 1614/1650 inference/22110/966.jpg: 256x256 Done. (0.011s)
image 1615/1650 inference/22110/967.jpg: 256x256 1 0s, Done. (0.009s)
image 1616/1650 inference/22110/968.jpg: 256x256 2 0s, Done. (0.009s)
image 1617/1650 inference/22110/969.jpg: 256x256 2 0s, Done. (0.009s)
image 1618/1650 inference/22110/97.jpg: 256x256 Done. (0.008s)
image 1619/1650 inference/22110/970.jpg: 256x256 1 0s, Done. (0.009s)
image 1620/1650 inference/22110/971.jpg: 256x256 Done. (0.008s)
image 1621/1650 inference/22110/972.jpg: 256x256 1 0s, Done. (0.012s)
image 1622/1650 inference/22110/973.jpg: 256x256 Done. (0.011s)
image 1623/1650 inference/22110/974.jpg: 256x256 Done. (0.008s)
image 1624/1650 inference/22110/975.jpg: 256x256 Done. (0.008s)
image 1625/1650 inference/22110/976.jpg: 256x256 Done. (0.008s)
image 1626/1650 inference/22110/977.jpg: 256x256 1 0s, Done. (0.009s)
image 1627/1650 inference/22110/978.jpg: 256x256 2 0s, Done. (0.009s)
image 1628/1650 inference/22110/979.jpg: 256x256 1 0s, Done. (0.012s)
image 1629/1650 inference/22110/98.jpg: 256x256 1 0s, Done. (0.011s)
image 1630/1650 inference/22110/980.jpg: 256x256 Done. (0.011s)
image 1631/1650 inference/22110/981.jpg: 256x256 Done. (0.010s)
image 1632/1650 inference/22110/982.jpg: 256x256 Done. (0.010s)
image 1633/1650 inference/22110/983.jpg: 256x256 3 0s, Done. (0.011s)
image 1634/1650 inference/22110/984.jpg: 256x256 Done. (0.010s)
image 1635/1650 inference/22110/985.jpg: 256x256 Done. (0.010s)
image 1636/1650 inference/22110/986.jpg: 256x256 Done. (0.010s)
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Results saved to /content/yolov5/./inference/22110out/
Done. (19.973s)
Namespace(agnostic_nms=False, augment=False, classes=None, conf_thres=0.4, device='', img_size=256, iou_thres=0.5, output='./inference/23110out/', save_txt=False, source='./inference/23110/', update=False, view_img=False, weights='./weights/last_yolov5s_results.pt')
/usr/local/lib/python3.6/dist-packages/torch/cuda/__init__.py:125: UserWarning: 
Tesla T4 with CUDA capability sm_75 is not compatible with the current PyTorch installation.
The current PyTorch install supports CUDA capabilities sm_37 sm_50 sm_60 sm_70.
If you want to use the Tesla T4 GPU with PyTorch, please check the instructions at https://pytorch.org/get-started/locally/

  warnings.warn(incompatible_device_warn.format(device_name, capability, " ".join(arch_list), device_name))
Using CUDA device0 _CudaDeviceProperties(name='Tesla T4', total_memory=15079MB)

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image 262/1650 inference/23110/1233.jpg: 256x256 2 0s, Done. (0.011s)
image 263/1650 inference/23110/1234.jpg: 256x256 2 0s, Done. (0.009s)
image 264/1650 inference/23110/1235.jpg: 256x256 Done. (0.008s)
image 265/1650 inference/23110/1236.jpg: 256x256 Done. (0.008s)
image 266/1650 inference/23110/1237.jpg: 256x256 2 0s, Done. (0.009s)
image 267/1650 inference/23110/1238.jpg: 256x256 1 0s, Done. (0.009s)
image 268/1650 inference/23110/1239.jpg: 256x256 Done. (0.008s)
image 269/1650 inference/23110/124.jpg: 256x256 Done. (0.008s)
image 270/1650 inference/23110/1240.jpg: 256x256 1 0s, Done. (0.009s)
image 271/1650 inference/23110/1241.jpg: 256x256 Done. (0.008s)
image 272/1650 inference/23110/1242.jpg: 256x256 2 0s, Done. (0.009s)
image 273/1650 inference/23110/1243.jpg: 256x256 2 0s, Done. (0.014s)
image 274/1650 inference/23110/1244.jpg: 256x256 1 0s, Done. (0.011s)
image 275/1650 inference/23110/1245.jpg: 256x256 1 0s, Done. (0.011s)
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image 278/1650 inference/23110/1248.jpg: 256x256 Done. (0.008s)
image 279/1650 inference/23110/1249.jpg: 256x256 Done. (0.008s)
image 280/1650 inference/23110/125.jpg: 256x256 Done. (0.008s)
image 281/1650 inference/23110/1250.jpg: 256x256 1 0s, Done. (0.009s)
image 282/1650 inference/23110/1251.jpg: 256x256 2 0s, Done. (0.009s)
image 283/1650 inference/23110/1252.jpg: 256x256 3 0s, Done. (0.009s)
image 284/1650 inference/23110/1253.jpg: 256x256 2 0s, Done. (0.009s)
image 285/1650 inference/23110/1254.jpg: 256x256 1 0s, Done. (0.009s)
image 286/1650 inference/23110/1255.jpg: 256x256 1 0s, Done. (0.009s)
image 287/1650 inference/23110/1256.jpg: 256x256 Done. (0.008s)
image 288/1650 inference/23110/1257.jpg: 256x256 1 0s, Done. (0.009s)
image 289/1650 inference/23110/1258.jpg: 256x256 1 0s, Done. (0.011s)
image 290/1650 inference/23110/1259.jpg: 256x256 1 0s, Done. (0.009s)
image 291/1650 inference/23110/126.jpg: 256x256 Done. (0.008s)
image 292/1650 inference/23110/1260.jpg: 256x256 Done. (0.008s)
image 293/1650 inference/23110/1261.jpg: 256x256 5 0s, Done. (0.009s)
image 294/1650 inference/23110/1262.jpg: 256x256 1 0s, Done. (0.009s)
image 295/1650 inference/23110/1263.jpg: 256x256 1 0s, Done. (0.014s)
image 296/1650 inference/23110/1264.jpg: 256x256 1 0s, Done. (0.009s)
image 297/1650 inference/23110/1265.jpg: 256x256 Done. (0.008s)
image 298/1650 inference/23110/1266.jpg: 256x256 Done. (0.008s)
image 299/1650 inference/23110/1267.jpg: 256x256 1 0s, Done. (0.009s)
image 300/1650 inference/23110/1268.jpg: 256x256 2 0s, Done. (0.009s)
image 301/1650 inference/23110/1269.jpg: 256x256 2 0s, Done. (0.009s)
image 302/1650 inference/23110/127.jpg: 256x256 Done. (0.008s)
image 303/1650 inference/23110/1270.jpg: 256x256 1 0s, Done. (0.009s)
image 304/1650 inference/23110/1271.jpg: 256x256 1 0s, Done. (0.009s)
image 305/1650 inference/23110/1272.jpg: 256x256 1 0s, Done. (0.009s)
image 306/1650 inference/23110/1273.jpg: 256x256 1 0s, Done. (0.009s)
image 307/1650 inference/23110/1274.jpg: 256x256 2 0s, Done. (0.009s)
image 308/1650 inference/23110/1275.jpg: 256x256 1 0s, Done. (0.009s)
image 309/1650 inference/23110/1276.jpg: 256x256 2 0s, Done. (0.009s)
image 310/1650 inference/23110/1277.jpg: 256x256 1 0s, Done. (0.009s)
image 311/1650 inference/23110/1278.jpg: 256x256 1 0s, Done. (0.009s)
image 312/1650 inference/23110/1279.jpg: 256x256 1 0s, Done. (0.009s)
image 313/1650 inference/23110/128.jpg: 256x256 1 0s, Done. (0.011s)
image 314/1650 inference/23110/1280.jpg: 256x256 Done. (0.008s)
image 315/1650 inference/23110/1281.jpg: 256x256 1 0s, Done. (0.012s)
image 316/1650 inference/23110/1282.jpg: 256x256 1 0s, Done. (0.009s)
image 317/1650 inference/23110/1283.jpg: 256x256 1 0s, Done. (0.009s)
image 318/1650 inference/23110/1284.jpg: 256x256 2 0s, Done. (0.009s)
image 319/1650 inference/23110/1285.jpg: 256x256 1 0s, Done. (0.009s)
image 320/1650 inference/23110/1286.jpg: 256x256 3 0s, Done. (0.009s)
image 321/1650 inference/23110/1287.jpg: 256x256 Done. (0.008s)
image 322/1650 inference/23110/1288.jpg: 256x256 Done. (0.008s)
image 323/1650 inference/23110/1289.jpg: 256x256 1 0s, Done. (0.009s)
image 324/1650 inference/23110/129.jpg: 256x256 Done. (0.008s)
image 325/1650 inference/23110/1290.jpg: 256x256 Done. (0.008s)
image 326/1650 inference/23110/1291.jpg: 256x256 1 0s, Done. (0.009s)
image 327/1650 inference/23110/1292.jpg: 256x256 1 0s, Done. (0.009s)
image 328/1650 inference/23110/1293.jpg: 256x256 Done. (0.008s)
image 329/1650 inference/23110/1294.jpg: 256x256 2 0s, Done. (0.010s)
image 330/1650 inference/23110/1295.jpg: 256x256 1 0s, Done. (0.009s)
image 331/1650 inference/23110/1296.jpg: 256x256 1 0s, Done. (0.009s)
image 332/1650 inference/23110/1297.jpg: 256x256 1 0s, Done. (0.009s)
image 333/1650 inference/23110/1298.jpg: 256x256 1 0s, Done. (0.009s)
image 334/1650 inference/23110/1299.jpg: 256x256 1 0s, Done. (0.009s)
image 335/1650 inference/23110/13.jpg: 256x256 Done. (0.008s)
image 336/1650 inference/23110/130.jpg: 256x256 Done. (0.008s)
image 337/1650 inference/23110/1300.jpg: 256x256 2 0s, Done. (0.009s)
image 338/1650 inference/23110/1301.jpg: 256x256 Done. (0.008s)
image 339/1650 inference/23110/1302.jpg: 256x256 2 0s, Done. (0.009s)
image 340/1650 inference/23110/1303.jpg: 256x256 2 0s, Done. (0.009s)
image 341/1650 inference/23110/1304.jpg: 256x256 1 0s, Done. (0.009s)
image 342/1650 inference/23110/1305.jpg: 256x256 1 0s, Done. (0.009s)
image 343/1650 inference/23110/1306.jpg: 256x256 2 0s, Done. (0.012s)
image 344/1650 inference/23110/1307.jpg: 256x256 2 0s, Done. (0.009s)
image 345/1650 inference/23110/1308.jpg: 256x256 1 0s, Done. (0.011s)
image 346/1650 inference/23110/1309.jpg: 256x256 1 0s, Done. (0.009s)
image 347/1650 inference/23110/131.jpg: 256x256 Done. (0.008s)
image 348/1650 inference/23110/1310.jpg: 256x256 1 0s, Done. (0.009s)
image 349/1650 inference/23110/1311.jpg: 256x256 2 0s, Done. (0.009s)
image 350/1650 inference/23110/1312.jpg: 256x256 2 0s, Done. (0.009s)
image 351/1650 inference/23110/1313.jpg: 256x256 2 0s, Done. (0.009s)
image 352/1650 inference/23110/1314.jpg: 256x256 Done. (0.009s)
image 353/1650 inference/23110/1315.jpg: 256x256 Done. (0.008s)
image 354/1650 inference/23110/1316.jpg: 256x256 1 0s, Done. (0.009s)
image 355/1650 inference/23110/1317.jpg: 256x256 3 0s, Done. (0.009s)
image 356/1650 inference/23110/1318.jpg: 256x256 Done. (0.008s)
image 357/1650 inference/23110/1319.jpg: 256x256 Done. (0.008s)
image 358/1650 inference/23110/132.jpg: 256x256 Done. (0.008s)
image 359/1650 inference/23110/1320.jpg: 256x256 Done. (0.008s)
image 360/1650 inference/23110/1321.jpg: 256x256 Done. (0.008s)
image 361/1650 inference/23110/1322.jpg: 256x256 Done. (0.008s)
image 362/1650 inference/23110/1323.jpg: 256x256 Done. (0.009s)
image 363/1650 inference/23110/1324.jpg: 256x256 Done. (0.008s)
image 364/1650 inference/23110/1325.jpg: 256x256 Done. (0.008s)
image 365/1650 inference/23110/1326.jpg: 256x256 Done. (0.008s)
image 366/1650 inference/23110/1327.jpg: 256x256 Done. (0.008s)
image 367/1650 inference/23110/1328.jpg: 256x256 Done. (0.008s)
image 368/1650 inference/23110/1329.jpg: 256x256 Done. (0.008s)
image 369/1650 inference/23110/133.jpg: 256x256 Done. (0.008s)
image 370/1650 inference/23110/1330.jpg: 256x256 Done. (0.008s)
image 371/1650 inference/23110/1331.jpg: 256x256 Done. (0.008s)
image 372/1650 inference/23110/1332.jpg: 256x256 Done. (0.008s)
image 373/1650 inference/23110/1333.jpg: 256x256 Done. (0.008s)
image 374/1650 inference/23110/1334.jpg: 256x256 2 0s, Done. (0.009s)
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image 376/1650 inference/23110/1336.jpg: 256x256 Done. (0.008s)
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image 378/1650 inference/23110/1338.jpg: 256x256 Done. (0.008s)
image 379/1650 inference/23110/1339.jpg: 256x256 Done. (0.013s)
image 380/1650 inference/23110/134.jpg: 256x256 Done. (0.009s)
image 381/1650 inference/23110/1340.jpg: 256x256 Done. (0.008s)
image 382/1650 inference/23110/1341.jpg: 256x256 Done. (0.008s)
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image 384/1650 inference/23110/1343.jpg: 256x256 Done. (0.008s)
image 385/1650 inference/23110/1344.jpg: 256x256 1 0s, Done. (0.010s)
image 386/1650 inference/23110/1345.jpg: 256x256 2 0s, Done. (0.009s)
image 387/1650 inference/23110/1346.jpg: 256x256 Done. (0.008s)
image 388/1650 inference/23110/1347.jpg: 256x256 Done. (0.008s)
image 389/1650 inference/23110/1348.jpg: 256x256 Done. (0.009s)
image 390/1650 inference/23110/1349.jpg: 256x256 Done. (0.008s)
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image 392/1650 inference/23110/1350.jpg: 256x256 Done. (0.009s)
image 393/1650 inference/23110/1351.jpg: 256x256 Done. (0.010s)
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image 397/1650 inference/23110/1355.jpg: 256x256 1 0s, Done. (0.009s)
image 398/1650 inference/23110/1356.jpg: 256x256 Done. (0.008s)
image 399/1650 inference/23110/1357.jpg: 256x256 1 0s, Done. (0.009s)
image 400/1650 inference/23110/1358.jpg: 256x256 Done. (0.008s)
image 401/1650 inference/23110/1359.jpg: 256x256 Done. (0.008s)
image 402/1650 inference/23110/136.jpg: 256x256 Done. (0.008s)
image 403/1650 inference/23110/1360.jpg: 256x256 Done. (0.008s)
image 404/1650 inference/23110/1361.jpg: 256x256 Done. (0.008s)
image 405/1650 inference/23110/1362.jpg: 256x256 Done. (0.008s)
image 406/1650 inference/23110/1363.jpg: 256x256 Done. (0.008s)
image 407/1650 inference/23110/1364.jpg: 256x256 Done. (0.008s)
image 408/1650 inference/23110/1365.jpg: 256x256 3 0s, Done. (0.011s)
image 409/1650 inference/23110/1366.jpg: 256x256 2 0s, Done. (0.011s)
image 410/1650 inference/23110/1367.jpg: 256x256 2 0s, Done. (0.011s)
image 411/1650 inference/23110/1368.jpg: 256x256 1 0s, Done. (0.011s)
image 412/1650 inference/23110/1369.jpg: 256x256 Done. (0.010s)
image 413/1650 inference/23110/137.jpg: 256x256 Done. (0.010s)
image 414/1650 inference/23110/1370.jpg: 256x256 Done. (0.012s)
image 415/1650 inference/23110/1371.jpg: 256x256 Done. (0.010s)
image 416/1650 inference/23110/1372.jpg: 256x256 Done. (0.010s)
image 417/1650 inference/23110/1373.jpg: 256x256 Done. (0.010s)
image 418/1650 inference/23110/1374.jpg: 256x256 Done. (0.010s)
image 419/1650 inference/23110/1375.jpg: 256x256 Done. (0.010s)
image 420/1650 inference/23110/1376.jpg: 256x256 3 0s, Done. (0.013s)
image 421/1650 inference/23110/1377.jpg: 256x256 1 0s, Done. (0.011s)
image 422/1650 inference/23110/1378.jpg: 256x256 3 0s, Done. (0.013s)
image 423/1650 inference/23110/1379.jpg: 256x256 1 0s, Done. (0.011s)
image 424/1650 inference/23110/138.jpg: 256x256 1 0s, Done. (0.011s)
image 425/1650 inference/23110/1380.jpg: 256x256 Done. (0.010s)
image 426/1650 inference/23110/1381.jpg: 256x256 1 0s, Done. (0.014s)
image 427/1650 inference/23110/1382.jpg: 256x256 1 0s, Done. (0.015s)
image 428/1650 inference/23110/1383.jpg: 256x256 Done. (0.010s)
image 429/1650 inference/23110/1384.jpg: 256x256 Done. (0.010s)
image 430/1650 inference/23110/1385.jpg: 256x256 Done. (0.010s)
image 431/1650 inference/23110/1386.jpg: 256x256 Done. (0.010s)
image 432/1650 inference/23110/1387.jpg: 256x256 Done. (0.010s)
image 433/1650 inference/23110/1388.jpg: 256x256 1 0s, Done. (0.011s)
image 434/1650 inference/23110/1389.jpg: 256x256 1 0s, Done. (0.011s)
image 435/1650 inference/23110/139.jpg: 256x256 1 0s, Done. (0.011s)
image 436/1650 inference/23110/1390.jpg: 256x256 4 0s, Done. (0.011s)
image 437/1650 inference/23110/1391.jpg: 256x256 1 0s, Done. (0.011s)
image 438/1650 inference/23110/1392.jpg: 256x256 Done. (0.010s)
image 439/1650 inference/23110/1393.jpg: 256x256 Done. (0.008s)
image 440/1650 inference/23110/1394.jpg: 256x256 1 0s, Done. (0.009s)
image 441/1650 inference/23110/1395.jpg: 256x256 Done. (0.008s)
image 442/1650 inference/23110/1396.jpg: 256x256 1 0s, Done. (0.009s)
image 443/1650 inference/23110/1397.jpg: 256x256 3 0s, Done. (0.009s)
image 444/1650 inference/23110/1398.jpg: 256x256 Done. (0.008s)
image 445/1650 inference/23110/1399.jpg: 256x256 Done. (0.008s)
image 446/1650 inference/23110/14.jpg: 256x256 Done. (0.008s)
image 447/1650 inference/23110/140.jpg: 256x256 Done. (0.008s)
image 448/1650 inference/23110/1400.jpg: 256x256 1 0s, Done. (0.009s)
image 449/1650 inference/23110/1401.jpg: 256x256 Done. (0.008s)
image 450/1650 inference/23110/1402.jpg: 256x256 2 0s, Done. (0.009s)
image 451/1650 inference/23110/1403.jpg: 256x256 1 0s, Done. (0.009s)
image 452/1650 inference/23110/1404.jpg: 256x256 1 0s, Done. (0.013s)
image 453/1650 inference/23110/1405.jpg: 256x256 1 0s, Done. (0.009s)
image 454/1650 inference/23110/1406.jpg: 256x256 Done. (0.008s)
image 455/1650 inference/23110/1407.jpg: 256x256 Done. (0.009s)
image 456/1650 inference/23110/1408.jpg: 256x256 Done. (0.008s)
image 457/1650 inference/23110/1409.jpg: 256x256 Done. (0.008s)
image 458/1650 inference/23110/141.jpg: 256x256 Done. (0.013s)
image 459/1650 inference/23110/1410.jpg: 256x256 Done. (0.008s)
image 460/1650 inference/23110/1411.jpg: 256x256 Done. (0.008s)
image 461/1650 inference/23110/1412.jpg: 256x256 Done. (0.008s)
image 462/1650 inference/23110/1413.jpg: 256x256 Done. (0.008s)
image 463/1650 inference/23110/1414.jpg: 256x256 Done. (0.008s)
image 464/1650 inference/23110/1415.jpg: 256x256 Done. (0.008s)
image 465/1650 inference/23110/1416.jpg: 256x256 1 0s, Done. (0.009s)
image 466/1650 inference/23110/1417.jpg: 256x256 1 0s, Done. (0.009s)
image 467/1650 inference/23110/1418.jpg: 256x256 Done. (0.008s)
image 468/1650 inference/23110/1419.jpg: 256x256 Done. (0.010s)
image 469/1650 inference/23110/142.jpg: 256x256 Done. (0.008s)
image 470/1650 inference/23110/1420.jpg: 256x256 Done. (0.008s)
image 471/1650 inference/23110/1421.jpg: 256x256 Done. (0.008s)
image 472/1650 inference/23110/1422.jpg: 256x256 Done. (0.008s)
image 473/1650 inference/23110/1423.jpg: 256x256 Done. (0.008s)
image 474/1650 inference/23110/1424.jpg: 256x256 Done. (0.008s)
image 475/1650 inference/23110/1425.jpg: 256x256 Done. (0.008s)
image 476/1650 inference/23110/1426.jpg: 256x256 2 0s, Done. (0.009s)
image 477/1650 inference/23110/1427.jpg: 256x256 Done. (0.008s)
image 478/1650 inference/23110/1428.jpg: 256x256 1 0s, Done. (0.009s)
image 479/1650 inference/23110/1429.jpg: 256x256 1 0s, Done. (0.009s)
image 480/1650 inference/23110/143.jpg: 256x256 Done. (0.008s)
image 481/1650 inference/23110/1430.jpg: 256x256 Done. (0.008s)
image 482/1650 inference/23110/1431.jpg: 256x256 Done. (0.008s)
image 483/1650 inference/23110/1432.jpg: 256x256 Done. (0.009s)
image 484/1650 inference/23110/1433.jpg: 256x256 Done. (0.008s)
image 485/1650 inference/23110/1434.jpg: 256x256 Done. (0.009s)
image 486/1650 inference/23110/1435.jpg: 256x256 Done. (0.009s)
image 487/1650 inference/23110/1436.jpg: 256x256 2 0s, Done. (0.009s)
image 488/1650 inference/23110/1437.jpg: 256x256 1 0s, Done. (0.009s)
image 489/1650 inference/23110/1438.jpg: 256x256 1 0s, Done. (0.009s)
image 490/1650 inference/23110/1439.jpg: 256x256 Done. (0.009s)
image 491/1650 inference/23110/144.jpg: 256x256 Done. (0.008s)
image 492/1650 inference/23110/1440.jpg: 256x256 1 0s, Done. (0.009s)
image 493/1650 inference/23110/1441.jpg: 256x256 1 0s, Done. (0.009s)
image 494/1650 inference/23110/1442.jpg: 256x256 Done. (0.008s)
image 495/1650 inference/23110/1443.jpg: 256x256 Done. (0.008s)
image 496/1650 inference/23110/1444.jpg: 256x256 Done. (0.008s)
image 497/1650 inference/23110/1445.jpg: 256x256 Done. (0.008s)
image 498/1650 inference/23110/1446.jpg: 256x256 Done. (0.009s)
image 499/1650 inference/23110/1447.jpg: 256x256 Done. (0.008s)
image 500/1650 inference/23110/1448.jpg: 256x256 Done. (0.008s)
image 501/1650 inference/23110/1449.jpg: 256x256 3 0s, Done. (0.009s)
image 502/1650 inference/23110/145.jpg: 256x256 Done. (0.008s)
image 503/1650 inference/23110/1450.jpg: 256x256 4 0s, Done. (0.009s)
image 504/1650 inference/23110/1451.jpg: 256x256 3 0s, Done. (0.009s)
image 505/1650 inference/23110/1452.jpg: 256x256 1 0s, Done. (0.009s)
image 506/1650 inference/23110/1453.jpg: 256x256 Done. (0.008s)
image 507/1650 inference/23110/1454.jpg: 256x256 Done. (0.008s)
image 508/1650 inference/23110/1455.jpg: 256x256 Done. (0.008s)
image 509/1650 inference/23110/1456.jpg: 256x256 Done. (0.008s)
image 510/1650 inference/23110/1457.jpg: 256x256 1 0s, Done. (0.011s)
image 511/1650 inference/23110/1458.jpg: 256x256 Done. (0.014s)
image 512/1650 inference/23110/1459.jpg: 256x256 Done. (0.008s)
image 513/1650 inference/23110/146.jpg: 256x256 Done. (0.008s)
image 514/1650 inference/23110/1460.jpg: 256x256 Done. (0.008s)
image 515/1650 inference/23110/1461.jpg: 256x256 Done. (0.009s)
image 516/1650 inference/23110/1462.jpg: 256x256 1 0s, Done. (0.009s)
image 517/1650 inference/23110/1463.jpg: 256x256 4 0s, Done. (0.010s)
image 518/1650 inference/23110/1464.jpg: 256x256 Done. (0.008s)
image 519/1650 inference/23110/1465.jpg: 256x256 2 0s, Done. (0.009s)
image 520/1650 inference/23110/1466.jpg: 256x256 2 0s, Done. (0.009s)
image 521/1650 inference/23110/1467.jpg: 256x256 1 0s, Done. (0.009s)
image 522/1650 inference/23110/1468.jpg: 256x256 Done. (0.008s)
image 523/1650 inference/23110/1469.jpg: 256x256 1 0s, Done. (0.009s)
image 524/1650 inference/23110/147.jpg: 256x256 Done. (0.008s)
image 525/1650 inference/23110/1470.jpg: 256x256 Done. (0.008s)
image 526/1650 inference/23110/1471.jpg: 256x256 2 0s, Done. (0.009s)
image 527/1650 inference/23110/1472.jpg: 256x256 Done. (0.008s)
image 528/1650 inference/23110/1473.jpg: 256x256 1 0s, Done. (0.009s)
image 529/1650 inference/23110/1474.jpg: 256x256 1 0s, Done. (0.009s)
image 530/1650 inference/23110/1475.jpg: 256x256 Done. (0.008s)
image 531/1650 inference/23110/1476.jpg: 256x256 1 0s, Done. (0.009s)
image 532/1650 inference/23110/1477.jpg: 256x256 Done. (0.008s)
image 533/1650 inference/23110/1478.jpg: 256x256 1 0s, Done. (0.009s)
image 534/1650 inference/23110/1479.jpg: 256x256 1 0s, Done. (0.009s)
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image 536/1650 inference/23110/1480.jpg: 256x256 1 0s, Done. (0.011s)
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image 545/1650 inference/23110/1489.jpg: 256x256 Done. (0.008s)
image 546/1650 inference/23110/149.jpg: 256x256 2 0s, Done. (0.009s)
image 547/1650 inference/23110/1490.jpg: 256x256 Done. (0.008s)
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image 554/1650 inference/23110/1497.jpg: 256x256 Done. (0.008s)
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image 557/1650 inference/23110/15.jpg: 256x256 Done. (0.008s)
image 558/1650 inference/23110/150.jpg: 256x256 1 0s, Done. (0.011s)
image 559/1650 inference/23110/1500.jpg: 256x256 Done. (0.010s)
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image 570/1650 inference/23110/1510.jpg: 256x256 Done. (0.015s)
image 571/1650 inference/23110/1511.jpg: 256x256 Done. (0.012s)
image 572/1650 inference/23110/1512.jpg: 256x256 Done. (0.012s)
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image 579/1650 inference/23110/1519.jpg: 256x256 Done. (0.010s)
image 580/1650 inference/23110/152.jpg: 256x256 Done. (0.009s)
image 581/1650 inference/23110/1520.jpg: 256x256 Done. (0.008s)
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image 583/1650 inference/23110/1522.jpg: 256x256 Done. (0.008s)
image 584/1650 inference/23110/1523.jpg: 256x256 Done. (0.008s)
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image 587/1650 inference/23110/1526.jpg: 256x256 Done. (0.008s)
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image 589/1650 inference/23110/1528.jpg: 256x256 Done. (0.008s)
image 590/1650 inference/23110/1529.jpg: 256x256 4 0s, Done. (0.009s)
image 591/1650 inference/23110/153.jpg: 256x256 Done. (0.008s)
image 592/1650 inference/23110/1530.jpg: 256x256 Done. (0.008s)
image 593/1650 inference/23110/1531.jpg: 256x256 Done. (0.008s)
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image 595/1650 inference/23110/1533.jpg: 256x256 Done. (0.010s)
image 596/1650 inference/23110/1534.jpg: 256x256 1 0s, Done. (0.009s)
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image 623/1650 inference/23110/1559.jpg: 256x256 3 0s, Done. (0.009s)
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image 626/1650 inference/23110/1561.jpg: 256x256 Done. (0.008s)
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image 628/1650 inference/23110/1563.jpg: 256x256 Done. (0.011s)
image 629/1650 inference/23110/1564.jpg: 256x256 1 0s, Done. (0.009s)
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image 631/1650 inference/23110/1566.jpg: 256x256 Done. (0.008s)
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image 657/1650 inference/23110/159.jpg: 256x256 Done. (0.009s)
image 658/1650 inference/23110/1590.jpg: 256x256 4 0s, Done. (0.011s)
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image 669/1650 inference/23110/160.jpg: 256x256 Done. (0.008s)
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image 671/1650 inference/23110/1601.jpg: 256x256 1 0s, Done. (0.009s)
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image 676/1650 inference/23110/1606.jpg: 256x256 3 0s, Done. (0.009s)
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image 680/1650 inference/23110/161.jpg: 256x256 Done. (0.010s)
image 681/1650 inference/23110/1610.jpg: 256x256 Done. (0.008s)
image 682/1650 inference/23110/1611.jpg: 256x256 2 0s, Done. (0.009s)
image 683/1650 inference/23110/1612.jpg: 256x256 2 0s, Done. (0.009s)
image 684/1650 inference/23110/1613.jpg: 256x256 Done. (0.008s)
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image 691/1650 inference/23110/162.jpg: 256x256 1 0s, Done. (0.009s)
image 692/1650 inference/23110/1620.jpg: 256x256 Done. (0.011s)
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image 694/1650 inference/23110/1622.jpg: 256x256 Done. (0.012s)
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image 708/1650 inference/23110/1635.jpg: 256x256 1 0s, Done. (0.009s)
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image 711/1650 inference/23110/1638.jpg: 256x256 2 0s, Done. (0.009s)
image 712/1650 inference/23110/1639.jpg: 256x256 Done. (0.013s)
image 713/1650 inference/23110/164.jpg: 256x256 Done. (0.008s)
image 714/1650 inference/23110/1640.jpg: 256x256 Done. (0.008s)
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image 716/1650 inference/23110/1642.jpg: 256x256 2 0s, Done. (0.009s)
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image 719/1650 inference/23110/1645.jpg: 256x256 2 0s, Done. (0.009s)
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image 722/1650 inference/23110/1648.jpg: 256x256 1 0s, Done. (0.009s)
image 723/1650 inference/23110/1649.jpg: 256x256 Done. (0.008s)
image 724/1650 inference/23110/165.jpg: 256x256 Done. (0.009s)
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image 728/1650 inference/23110/168.jpg: 256x256 Done. (0.010s)
image 729/1650 inference/23110/169.jpg: 256x256 Done. (0.011s)
image 730/1650 inference/23110/17.jpg: 256x256 Done. (0.008s)
image 731/1650 inference/23110/170.jpg: 256x256 Done. (0.008s)
image 732/1650 inference/23110/171.jpg: 256x256 Done. (0.008s)
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image 734/1650 inference/23110/173.jpg: 256x256 Done. (0.008s)
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image 752/1650 inference/23110/19.jpg: 256x256 Done. (0.008s)
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image 759/1650 inference/23110/196.jpg: 256x256 Done. (0.009s)
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image 763/1650 inference/23110/2.jpg: 256x256 Done. (0.008s)
image 764/1650 inference/23110/20.jpg: 256x256 Done. (0.008s)
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image 772/1650 inference/23110/207.jpg: 256x256 1 0s, Done. (0.009s)
image 773/1650 inference/23110/208.jpg: 256x256 Done. (0.008s)
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image 796/1650 inference/23110/229.jpg: 256x256 Done. (0.008s)
image 797/1650 inference/23110/23.jpg: 256x256 3 0s, Done. (0.009s)
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image 808/1650 inference/23110/24.jpg: 256x256 1 0s, Done. (0.009s)
image 809/1650 inference/23110/240.jpg: 256x256 Done. (0.008s)
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image 818/1650 inference/23110/249.jpg: 256x256 Done. (0.009s)
image 819/1650 inference/23110/25.jpg: 256x256 Done. (0.011s)
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image 821/1650 inference/23110/251.jpg: 256x256 3 0s, Done. (0.009s)
image 822/1650 inference/23110/252.jpg: 256x256 Done. (0.009s)
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image 825/1650 inference/23110/255.jpg: 256x256 2 0s, Done. (0.009s)
image 826/1650 inference/23110/256.jpg: 256x256 1 0s, Done. (0.010s)
image 827/1650 inference/23110/257.jpg: 256x256 Done. (0.008s)
image 828/1650 inference/23110/258.jpg: 256x256 Done. (0.008s)
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image 830/1650 inference/23110/26.jpg: 256x256 1 0s, Done. (0.009s)
image 831/1650 inference/23110/260.jpg: 256x256 Done. (0.008s)
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image 836/1650 inference/23110/265.jpg: 256x256 2 0s, Done. (0.009s)
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image 838/1650 inference/23110/267.jpg: 256x256 1 0s, Done. (0.009s)
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image 840/1650 inference/23110/269.jpg: 256x256 2 0s, Done. (0.009s)
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image 852/1650 inference/23110/28.jpg: 256x256 Done. (0.008s)
image 853/1650 inference/23110/280.jpg: 256x256 Done. (0.008s)
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image 859/1650 inference/23110/286.jpg: 256x256 2 0s, Done. (0.009s)
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image 863/1650 inference/23110/29.jpg: 256x256 Done. (0.008s)
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image 871/1650 inference/23110/297.jpg: 256x256 Done. (0.010s)
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image 873/1650 inference/23110/299.jpg: 256x256 Done. (0.008s)
image 874/1650 inference/23110/3.jpg: 256x256 Done. (0.008s)
image 875/1650 inference/23110/30.jpg: 256x256 Done. (0.008s)
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image 886/1650 inference/23110/31.jpg: 256x256 Done. (0.008s)
image 887/1650 inference/23110/310.jpg: 256x256 3 0s, Done. (0.012s)
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image 898/1650 inference/23110/320.jpg: 256x256 Done. (0.008s)
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image 908/1650 inference/23110/33.jpg: 256x256 Done. (0.008s)
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image 985/1650 inference/23110/4.jpg: 256x256 Done. (0.009s)
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image 993/1650 inference/23110/406.jpg: 256x256 Done. (0.008s)
image 994/1650 inference/23110/407.jpg: 256x256 2 0s, Done. (0.009s)
image 995/1650 inference/23110/408.jpg: 256x256 Done. (0.012s)
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image 1004/1650 inference/23110/416.jpg: 256x256 1 0s, Done. (0.011s)
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image 1006/1650 inference/23110/418.jpg: 256x256 Done. (0.010s)
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image 1009/1650 inference/23110/420.jpg: 256x256 Done. (0.012s)
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image 1013/1650 inference/23110/424.jpg: 256x256 2 0s, Done. (0.011s)
image 1014/1650 inference/23110/425.jpg: 256x256 Done. (0.011s)
image 1015/1650 inference/23110/426.jpg: 256x256 Done. (0.014s)
image 1016/1650 inference/23110/427.jpg: 256x256 4 0s, Done. (0.014s)
image 1017/1650 inference/23110/428.jpg: 256x256 3 0s, Done. (0.009s)
image 1018/1650 inference/23110/429.jpg: 256x256 Done. (0.008s)
image 1019/1650 inference/23110/43.jpg: 256x256 1 0s, Done. (0.009s)
image 1020/1650 inference/23110/430.jpg: 256x256 Done. (0.008s)
image 1021/1650 inference/23110/431.jpg: 256x256 Done. (0.008s)
image 1022/1650 inference/23110/432.jpg: 256x256 3 0s, Done. (0.009s)
image 1023/1650 inference/23110/433.jpg: 256x256 1 0s, Done. (0.014s)
image 1024/1650 inference/23110/434.jpg: 256x256 1 0s, Done. (0.009s)
image 1025/1650 inference/23110/435.jpg: 256x256 1 0s, Done. (0.009s)
image 1026/1650 inference/23110/436.jpg: 256x256 2 0s, Done. (0.009s)
image 1027/1650 inference/23110/437.jpg: 256x256 Done. (0.008s)
image 1028/1650 inference/23110/438.jpg: 256x256 1 0s, Done. (0.009s)
image 1029/1650 inference/23110/439.jpg: 256x256 3 0s, Done. (0.010s)
image 1030/1650 inference/23110/44.jpg: 256x256 Done. (0.008s)
image 1031/1650 inference/23110/440.jpg: 256x256 1 0s, Done. (0.009s)
image 1032/1650 inference/23110/441.jpg: 256x256 2 0s, Done. (0.013s)
image 1033/1650 inference/23110/442.jpg: 256x256 2 0s, Done. (0.012s)
image 1034/1650 inference/23110/443.jpg: 256x256 2 0s, Done. (0.011s)
image 1035/1650 inference/23110/444.jpg: 256x256 2 0s, Done. (0.010s)
image 1036/1650 inference/23110/445.jpg: 256x256 Done. (0.009s)
image 1037/1650 inference/23110/446.jpg: 256x256 1 0s, Done. (0.009s)
image 1038/1650 inference/23110/447.jpg: 256x256 Done. (0.008s)
image 1039/1650 inference/23110/448.jpg: 256x256 2 0s, Done. (0.009s)
image 1040/1650 inference/23110/449.jpg: 256x256 Done. (0.010s)
image 1041/1650 inference/23110/45.jpg: 256x256 Done. (0.008s)
image 1042/1650 inference/23110/450.jpg: 256x256 Done. (0.013s)
image 1043/1650 inference/23110/451.jpg: 256x256 Done. (0.008s)
image 1044/1650 inference/23110/452.jpg: 256x256 2 0s, Done. (0.009s)
image 1045/1650 inference/23110/453.jpg: 256x256 1 0s, Done. (0.009s)
image 1046/1650 inference/23110/454.jpg: 256x256 1 0s, Done. (0.009s)
image 1047/1650 inference/23110/455.jpg: 256x256 2 0s, Done. (0.009s)
image 1048/1650 inference/23110/456.jpg: 256x256 Done. (0.011s)
image 1049/1650 inference/23110/457.jpg: 256x256 Done. (0.008s)
image 1050/1650 inference/23110/458.jpg: 256x256 2 0s, Done. (0.009s)
image 1051/1650 inference/23110/459.jpg: 256x256 1 0s, Done. (0.009s)
image 1052/1650 inference/23110/46.jpg: 256x256 Done. (0.009s)
image 1053/1650 inference/23110/460.jpg: 256x256 Done. (0.009s)
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image 1055/1650 inference/23110/462.jpg: 256x256 Done. (0.008s)
image 1056/1650 inference/23110/463.jpg: 256x256 1 0s, Done. (0.011s)
image 1057/1650 inference/23110/464.jpg: 256x256 2 0s, Done. (0.009s)
image 1058/1650 inference/23110/465.jpg: 256x256 1 0s, Done. (0.009s)
image 1059/1650 inference/23110/466.jpg: 256x256 Done. (0.008s)
image 1060/1650 inference/23110/467.jpg: 256x256 Done. (0.009s)
image 1061/1650 inference/23110/468.jpg: 256x256 Done. (0.010s)
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image 1063/1650 inference/23110/47.jpg: 256x256 Done. (0.010s)
image 1064/1650 inference/23110/470.jpg: 256x256 1 0s, Done. (0.011s)
image 1065/1650 inference/23110/471.jpg: 256x256 Done. (0.010s)
image 1066/1650 inference/23110/472.jpg: 256x256 Done. (0.013s)
image 1067/1650 inference/23110/473.jpg: 256x256 Done. (0.008s)
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image 1069/1650 inference/23110/475.jpg: 256x256 Done. (0.008s)
image 1070/1650 inference/23110/476.jpg: 256x256 1 0s, Done. (0.009s)
image 1071/1650 inference/23110/477.jpg: 256x256 1 0s, Done. (0.010s)
image 1072/1650 inference/23110/478.jpg: 256x256 Done. (0.011s)
image 1073/1650 inference/23110/479.jpg: 256x256 4 0s, Done. (0.011s)
image 1074/1650 inference/23110/48.jpg: 256x256 Done. (0.010s)
image 1075/1650 inference/23110/480.jpg: 256x256 Done. (0.010s)
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image 1080/1650 inference/23110/485.jpg: 256x256 Done. (0.010s)
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image 1085/1650 inference/23110/49.jpg: 256x256 Done. (0.010s)
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image 1088/1650 inference/23110/492.jpg: 256x256 3 0s, Done. (0.011s)
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image 1307/1650 inference/23110/69.jpg: 256x256 2 0s, Done. (0.009s)
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image 1318/1650 inference/23110/7.jpg: 256x256 Done. (0.008s)
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image 1356/1650 inference/23110/733.jpg: 256x256 Done. (0.011s)
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image 1362/1650 inference/23110/739.jpg: 256x256 Done. (0.014s)
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image 1364/1650 inference/23110/740.jpg: 256x256 1 0s, Done. (0.009s)
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Results saved to /content/yolov5/./inference/23110out/
Done. (20.346s)


!python detect.py --output ./inference/41050out/ --source ./inference/41050/ --weights ./weights/last_yolov5s_results.pt --conf 0.4 --img-size 256

Namespace(agnostic_nms=False, augment=False, classes=None, conf_thres=0.4, device='', img_size=256, iou_thres=0.5, output='./inference/41050out/', save_txt=False, source='./inference/41050/', update=False, view_img=False, weights='./weights/last_yolov5s_results.pt')
/usr/local/lib/python3.6/dist-packages/torch/cuda/__init__.py:125: UserWarning: 
Tesla T4 with CUDA capability sm_75 is not compatible with the current PyTorch installation.
The current PyTorch install supports CUDA capabilities sm_37 sm_50 sm_60 sm_70.
If you want to use the Tesla T4 GPU with PyTorch, please check the instructions at https://pytorch.org/get-started/locally/

  warnings.warn(incompatible_device_warn.format(device_name, capability, " ".join(arch_list), device_name))
Using CUDA device0 _CudaDeviceProperties(name='Tesla T4', total_memory=15079MB)

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image 324/1920 inference/41050/129.jpg: 256x256 3 0s, Done. (0.009s)
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image 340/1920 inference/41050/1303.jpg: 256x256 Done. (0.009s)
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image 352/1920 inference/41050/1314.jpg: 256x256 2 0s, Done. (0.009s)
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image 359/1920 inference/41050/1320.jpg: 256x256 1 0s, Done. (0.013s)
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image 484/1920 inference/41050/1433.jpg: 256x256 Done. (0.008s)
image 485/1920 inference/41050/1434.jpg: 256x256 1 0s, Done. (0.009s)
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image 497/1920 inference/41050/1445.jpg: 256x256 2 0s, Done. (0.012s)
image 498/1920 inference/41050/1446.jpg: 256x256 1 0s, Done. (0.011s)
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image 509/1920 inference/41050/1456.jpg: 256x256 1 0s, Done. (0.009s)
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image 525/1920 inference/41050/1470.jpg: 256x256 1 0s, Done. (0.011s)
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image 536/1920 inference/41050/1480.jpg: 256x256 Done. (0.011s)
image 537/1920 inference/41050/1481.jpg: 256x256 1 0s, Done. (0.012s)
image 538/1920 inference/41050/1482.jpg: 256x256 Done. (0.008s)
image 539/1920 inference/41050/1483.jpg: 256x256 1 0s, Done. (0.009s)
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image 542/1920 inference/41050/1486.jpg: 256x256 1 0s, Done. (0.009s)
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image 545/1920 inference/41050/1489.jpg: 256x256 Done. (0.008s)
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image 547/1920 inference/41050/1490.jpg: 256x256 Done. (0.008s)
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image 550/1920 inference/41050/1493.jpg: 256x256 1 0s, Done. (0.009s)
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image 554/1920 inference/41050/1497.jpg: 256x256 1 0s, Done. (0.009s)
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image 557/1920 inference/41050/15.jpg: 256x256 Done. (0.008s)
image 558/1920 inference/41050/150.jpg: 256x256 Done. (0.008s)
image 559/1920 inference/41050/1500.jpg: 256x256 1 0s, Done. (0.009s)
image 560/1920 inference/41050/1501.jpg: 256x256 Done. (0.008s)
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image 570/1920 inference/41050/1510.jpg: 256x256 Done. (0.012s)
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image 919/1920 inference/41050/1825.jpg: 256x256 Done. (0.008s)
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image 936/1920 inference/41050/1840.jpg: 256x256 Done. (0.010s)
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image 966/1920 inference/41050/1868.jpg: 256x256 2 0s, Done. (0.015s)
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image 969/1920 inference/41050/1870.jpg: 256x256 1 0s, Done. (0.011s)
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image 1083/1920 inference/41050/244.jpg: 256x256 2 0s, Done. (0.010s)
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image 1095/1920 inference/41050/255.jpg: 256x256 Done. (0.008s)
image 1096/1920 inference/41050/256.jpg: 256x256 1 0s, Done. (0.015s)
image 1097/1920 inference/41050/257.jpg: 256x256 1 0s, Done. (0.009s)
image 1098/1920 inference/41050/258.jpg: 256x256 Done. (0.011s)
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image 1104/1920 inference/41050/263.jpg: 256x256 1 0s, Done. (0.009s)
image 1105/1920 inference/41050/264.jpg: 256x256 Done. (0.009s)
image 1106/1920 inference/41050/265.jpg: 256x256 Done. (0.010s)
image 1107/1920 inference/41050/266.jpg: 256x256 Done. (0.010s)
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image 1109/1920 inference/41050/268.jpg: 256x256 Done. (0.010s)
image 1110/1920 inference/41050/269.jpg: 256x256 1 0s, Done. (0.009s)
image 1111/1920 inference/41050/27.jpg: 256x256 Done. (0.008s)
image 1112/1920 inference/41050/270.jpg: 256x256 Done. (0.008s)
image 1113/1920 inference/41050/271.jpg: 256x256 1 0s, Done. (0.009s)
image 1114/1920 inference/41050/272.jpg: 256x256 Done. (0.008s)
image 1115/1920 inference/41050/273.jpg: 256x256 Done. (0.008s)
image 1116/1920 inference/41050/274.jpg: 256x256 1 0s, Done. (0.009s)
image 1117/1920 inference/41050/275.jpg: 256x256 2 0s, Done. (0.010s)
image 1118/1920 inference/41050/276.jpg: 256x256 Done. (0.008s)
image 1119/1920 inference/41050/277.jpg: 256x256 Done. (0.008s)
image 1120/1920 inference/41050/278.jpg: 256x256 1 0s, Done. (0.009s)
image 1121/1920 inference/41050/279.jpg: 256x256 1 0s, Done. (0.009s)
image 1122/1920 inference/41050/28.jpg: 256x256 Done. (0.008s)
image 1123/1920 inference/41050/280.jpg: 256x256 Done. (0.008s)
image 1124/1920 inference/41050/281.jpg: 256x256 2 0s, Done. (0.009s)
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image 1128/1920 inference/41050/285.jpg: 256x256 Done. (0.008s)
image 1129/1920 inference/41050/286.jpg: 256x256 2 0s, Done. (0.009s)
image 1130/1920 inference/41050/287.jpg: 256x256 Done. (0.008s)
image 1131/1920 inference/41050/288.jpg: 256x256 Done. (0.008s)
image 1132/1920 inference/41050/289.jpg: 256x256 Done. (0.008s)
image 1133/1920 inference/41050/29.jpg: 256x256 Done. (0.008s)
image 1134/1920 inference/41050/290.jpg: 256x256 1 0s, Done. (0.009s)
image 1135/1920 inference/41050/291.jpg: 256x256 Done. (0.008s)
image 1136/1920 inference/41050/292.jpg: 256x256 Done. (0.019s)
image 1137/1920 inference/41050/293.jpg: 256x256 1 0s, Done. (0.018s)
image 1138/1920 inference/41050/294.jpg: 256x256 3 0s, Done. (0.009s)
image 1139/1920 inference/41050/295.jpg: 256x256 Done. (0.008s)
image 1140/1920 inference/41050/296.jpg: 256x256 1 0s, Done. (0.012s)
image 1141/1920 inference/41050/297.jpg: 256x256 Done. (0.008s)
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image 1143/1920 inference/41050/299.jpg: 256x256 Done. (0.008s)
image 1144/1920 inference/41050/3.jpg: 256x256 Done. (0.008s)
image 1145/1920 inference/41050/30.jpg: 256x256 Done. (0.008s)
image 1146/1920 inference/41050/300.jpg: 256x256 Done. (0.008s)
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image 1149/1920 inference/41050/303.jpg: 256x256 1 0s, Done. (0.010s)
image 1150/1920 inference/41050/304.jpg: 256x256 Done. (0.008s)
image 1151/1920 inference/41050/305.jpg: 256x256 1 0s, Done. (0.009s)
image 1152/1920 inference/41050/306.jpg: 256x256 1 0s, Done. (0.009s)
image 1153/1920 inference/41050/307.jpg: 256x256 1 0s, Done. (0.009s)
image 1154/1920 inference/41050/308.jpg: 256x256 4 0s, Done. (0.009s)
image 1155/1920 inference/41050/309.jpg: 256x256 5 0s, Done. (0.009s)
image 1156/1920 inference/41050/31.jpg: 256x256 Done. (0.008s)
image 1157/1920 inference/41050/310.jpg: 256x256 1 0s, Done. (0.009s)
image 1158/1920 inference/41050/311.jpg: 256x256 Done. (0.009s)
image 1159/1920 inference/41050/312.jpg: 256x256 2 0s, Done. (0.009s)
image 1160/1920 inference/41050/313.jpg: 256x256 Done. (0.008s)
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image 1164/1920 inference/41050/317.jpg: 256x256 2 0s, Done. (0.009s)
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image 1167/1920 inference/41050/32.jpg: 256x256 Done. (0.008s)
image 1168/1920 inference/41050/320.jpg: 256x256 1 0s, Done. (0.009s)
image 1169/1920 inference/41050/321.jpg: 256x256 1 0s, Done. (0.010s)
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image 1171/1920 inference/41050/323.jpg: 256x256 1 0s, Done. (0.011s)
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image 1176/1920 inference/41050/328.jpg: 256x256 1 0s, Done. (0.009s)
image 1177/1920 inference/41050/329.jpg: 256x256 Done. (0.013s)
image 1178/1920 inference/41050/33.jpg: 256x256 Done. (0.015s)
image 1179/1920 inference/41050/330.jpg: 256x256 3 0s, Done. (0.011s)
image 1180/1920 inference/41050/331.jpg: 256x256 2 0s, Done. (0.009s)
image 1181/1920 inference/41050/332.jpg: 256x256 1 0s, Done. (0.011s)
image 1182/1920 inference/41050/333.jpg: 256x256 Done. (0.008s)
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image 1184/1920 inference/41050/335.jpg: 256x256 Done. (0.008s)
image 1185/1920 inference/41050/336.jpg: 256x256 2 0s, Done. (0.009s)
image 1186/1920 inference/41050/337.jpg: 256x256 Done. (0.008s)
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image 1188/1920 inference/41050/339.jpg: 256x256 Done. (0.008s)
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image 1200/1920 inference/41050/35.jpg: 256x256 Done. (0.008s)
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image 1211/1920 inference/41050/36.jpg: 256x256 Done. (0.008s)
image 1212/1920 inference/41050/360.jpg: 256x256 Done. (0.008s)
image 1213/1920 inference/41050/361.jpg: 256x256 Done. (0.008s)
image 1214/1920 inference/41050/362.jpg: 256x256 1 0s, Done. (0.009s)
image 1215/1920 inference/41050/363.jpg: 256x256 Done. (0.008s)
image 1216/1920 inference/41050/364.jpg: 256x256 Done. (0.008s)
image 1217/1920 inference/41050/365.jpg: 256x256 Done. (0.008s)
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image 1220/1920 inference/41050/368.jpg: 256x256 Done. (0.009s)
image 1221/1920 inference/41050/369.jpg: 256x256 1 0s, Done. (0.011s)
image 1222/1920 inference/41050/37.jpg: 256x256 Done. (0.009s)
image 1223/1920 inference/41050/370.jpg: 256x256 1 0s, Done. (0.009s)
image 1224/1920 inference/41050/371.jpg: 256x256 Done. (0.008s)
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image 1226/1920 inference/41050/373.jpg: 256x256 Done. (0.010s)
image 1227/1920 inference/41050/374.jpg: 256x256 Done. (0.009s)
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image 1232/1920 inference/41050/379.jpg: 256x256 Done. (0.009s)
image 1233/1920 inference/41050/38.jpg: 256x256 Done. (0.009s)
image 1234/1920 inference/41050/380.jpg: 256x256 Done. (0.009s)
image 1235/1920 inference/41050/381.jpg: 256x256 Done. (0.010s)
image 1236/1920 inference/41050/382.jpg: 256x256 Done. (0.010s)
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image 1238/1920 inference/41050/384.jpg: 256x256 Done. (0.011s)
image 1239/1920 inference/41050/385.jpg: 256x256 Done. (0.010s)
image 1240/1920 inference/41050/386.jpg: 256x256 1 0s, Done. (0.011s)
image 1241/1920 inference/41050/387.jpg: 256x256 Done. (0.010s)
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image 1244/1920 inference/41050/39.jpg: 256x256 Done. (0.010s)
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image 1250/1920 inference/41050/395.jpg: 256x256 Done. (0.008s)
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image 1253/1920 inference/41050/398.jpg: 256x256 1 0s, Done. (0.009s)
image 1254/1920 inference/41050/399.jpg: 256x256 Done. (0.008s)
image 1255/1920 inference/41050/4.jpg: 256x256 Done. (0.008s)
image 1256/1920 inference/41050/40.jpg: 256x256 Done. (0.009s)
image 1257/1920 inference/41050/400.jpg: 256x256 Done. (0.012s)
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image 1260/1920 inference/41050/403.jpg: 256x256 Done. (0.010s)
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image 1263/1920 inference/41050/406.jpg: 256x256 Done. (0.013s)
image 1264/1920 inference/41050/407.jpg: 256x256 Done. (0.008s)
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image 1266/1920 inference/41050/409.jpg: 256x256 Done. (0.008s)
image 1267/1920 inference/41050/41.jpg: 256x256 Done. (0.008s)
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image 1322/1920 inference/41050/46.jpg: 256x256 Done. (0.008s)
image 1323/1920 inference/41050/460.jpg: 256x256 1 0s, Done. (0.009s)
image 1324/1920 inference/41050/461.jpg: 256x256 Done. (0.008s)
image 1325/1920 inference/41050/462.jpg: 256x256 Done. (0.008s)
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image 1329/1920 inference/41050/466.jpg: 256x256 Done. (0.008s)
image 1330/1920 inference/41050/467.jpg: 256x256 Done. (0.009s)
image 1331/1920 inference/41050/468.jpg: 256x256 Done. (0.008s)
image 1332/1920 inference/41050/469.jpg: 256x256 1 0s, Done. (0.009s)
image 1333/1920 inference/41050/47.jpg: 256x256 Done. (0.008s)
image 1334/1920 inference/41050/470.jpg: 256x256 1 0s, Done. (0.009s)
image 1335/1920 inference/41050/471.jpg: 256x256 Done. (0.008s)
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image 1340/1920 inference/41050/476.jpg: 256x256 Done. (0.010s)
image 1341/1920 inference/41050/477.jpg: 256x256 1 0s, Done. (0.009s)
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image 1343/1920 inference/41050/479.jpg: 256x256 Done. (0.008s)
image 1344/1920 inference/41050/48.jpg: 256x256 Done. (0.008s)
image 1345/1920 inference/41050/480.jpg: 256x256 Done. (0.008s)
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image 1351/1920 inference/41050/486.jpg: 256x256 Done. (0.010s)
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image 1353/1920 inference/41050/488.jpg: 256x256 Done. (0.010s)
image 1354/1920 inference/41050/489.jpg: 256x256 1 0s, Done. (0.009s)
image 1355/1920 inference/41050/49.jpg: 256x256 Done. (0.008s)
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image 1357/1920 inference/41050/491.jpg: 256x256 Done. (0.008s)
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image 1359/1920 inference/41050/493.jpg: 256x256 1 0s, Done. (0.009s)
image 1360/1920 inference/41050/494.jpg: 256x256 Done. (0.008s)
image 1361/1920 inference/41050/495.jpg: 256x256 Done. (0.009s)
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image 1363/1920 inference/41050/497.jpg: 256x256 Done. (0.008s)
image 1364/1920 inference/41050/498.jpg: 256x256 1 0s, Done. (0.009s)
image 1365/1920 inference/41050/499.jpg: 256x256 1 0s, Done. (0.009s)
image 1366/1920 inference/41050/5.jpg: 256x256 Done. (0.008s)
image 1367/1920 inference/41050/50.jpg: 256x256 Done. (0.008s)
image 1368/1920 inference/41050/500.jpg: 256x256 1 0s, Done. (0.009s)
image 1369/1920 inference/41050/501.jpg: 256x256 1 0s, Done. (0.009s)
image 1370/1920 inference/41050/502.jpg: 256x256 Done. (0.008s)
image 1371/1920 inference/41050/503.jpg: 256x256 Done. (0.008s)
image 1372/1920 inference/41050/504.jpg: 256x256 Done. (0.008s)
image 1373/1920 inference/41050/505.jpg: 256x256 1 0s, Done. (0.009s)
image 1374/1920 inference/41050/506.jpg: 256x256 Done. (0.008s)
image 1375/1920 inference/41050/507.jpg: 256x256 Done. (0.008s)
image 1376/1920 inference/41050/508.jpg: 256x256 Done. (0.008s)
image 1377/1920 inference/41050/509.jpg: 256x256 1 0s, Done. (0.009s)
image 1378/1920 inference/41050/51.jpg: 256x256 1 0s, Done. (0.012s)
image 1379/1920 inference/41050/510.jpg: 256x256 Done. (0.008s)
image 1380/1920 inference/41050/511.jpg: 256x256 Done. (0.008s)
image 1381/1920 inference/41050/512.jpg: 256x256 Done. (0.008s)
image 1382/1920 inference/41050/513.jpg: 256x256 Done. (0.011s)
image 1383/1920 inference/41050/514.jpg: 256x256 Done. (0.010s)
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image 1385/1920 inference/41050/516.jpg: 256x256 Done. (0.010s)
image 1386/1920 inference/41050/517.jpg: 256x256 Done. (0.009s)
image 1387/1920 inference/41050/518.jpg: 256x256 Done. (0.008s)
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image 1389/1920 inference/41050/52.jpg: 256x256 Done. (0.012s)
image 1390/1920 inference/41050/520.jpg: 256x256 Done. (0.008s)
image 1391/1920 inference/41050/521.jpg: 256x256 3 0s, Done. (0.009s)
image 1392/1920 inference/41050/522.jpg: 256x256 2 0s, Done. (0.009s)
image 1393/1920 inference/41050/523.jpg: 256x256 Done. (0.008s)
image 1394/1920 inference/41050/524.jpg: 256x256 Done. (0.009s)
image 1395/1920 inference/41050/525.jpg: 256x256 Done. (0.008s)
image 1396/1920 inference/41050/526.jpg: 256x256 2 0s, Done. (0.009s)
image 1397/1920 inference/41050/527.jpg: 256x256 Done. (0.008s)
image 1398/1920 inference/41050/528.jpg: 256x256 Done. (0.010s)
image 1399/1920 inference/41050/529.jpg: 256x256 1 0s, Done. (0.009s)
image 1400/1920 inference/41050/53.jpg: 256x256 Done. (0.008s)
image 1401/1920 inference/41050/530.jpg: 256x256 Done. (0.008s)
image 1402/1920 inference/41050/531.jpg: 256x256 Done. (0.008s)
image 1403/1920 inference/41050/532.jpg: 256x256 Done. (0.009s)
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image 1408/1920 inference/41050/537.jpg: 256x256 Done. (0.008s)
image 1409/1920 inference/41050/538.jpg: 256x256 Done. (0.019s)
image 1410/1920 inference/41050/539.jpg: 256x256 Done. (0.011s)
image 1411/1920 inference/41050/54.jpg: 256x256 Done. (0.008s)
image 1412/1920 inference/41050/540.jpg: 256x256 1 0s, Done. (0.009s)
image 1413/1920 inference/41050/541.jpg: 256x256 Done. (0.008s)
image 1414/1920 inference/41050/542.jpg: 256x256 Done. (0.009s)
image 1415/1920 inference/41050/543.jpg: 256x256 Done. (0.008s)
image 1416/1920 inference/41050/544.jpg: 256x256 Done. (0.008s)
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image 1422/1920 inference/41050/55.jpg: 256x256 Done. (0.015s)
image 1423/1920 inference/41050/550.jpg: 256x256 Done. (0.008s)
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image 1426/1920 inference/41050/553.jpg: 256x256 Done. (0.011s)
image 1427/1920 inference/41050/554.jpg: 256x256 Done. (0.008s)
image 1428/1920 inference/41050/555.jpg: 256x256 Done. (0.014s)
image 1429/1920 inference/41050/556.jpg: 256x256 Done. (0.010s)
image 1430/1920 inference/41050/557.jpg: 256x256 Done. (0.008s)
image 1431/1920 inference/41050/558.jpg: 256x256 Done. (0.008s)
image 1432/1920 inference/41050/559.jpg: 256x256 1 0s, Done. (0.009s)
image 1433/1920 inference/41050/56.jpg: 256x256 Done. (0.008s)
image 1434/1920 inference/41050/560.jpg: 256x256 Done. (0.008s)
image 1435/1920 inference/41050/561.jpg: 256x256 Done. (0.009s)
image 1436/1920 inference/41050/562.jpg: 256x256 Done. (0.008s)
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image 1440/1920 inference/41050/566.jpg: 256x256 Done. (0.009s)
image 1441/1920 inference/41050/567.jpg: 256x256 Done. (0.008s)
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image 1444/1920 inference/41050/57.jpg: 256x256 Done. (0.008s)
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image 1448/1920 inference/41050/573.jpg: 256x256 Done. (0.008s)
image 1449/1920 inference/41050/574.jpg: 256x256 Done. (0.009s)
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Results saved to /content/yolov5/./inference/41050out/
Done. (22.780s)


!export PYTHONPATH="$PWD" && python models/export.py --weights ./weights/last_yolov5s_results.pt --img 256 --batch 1

Namespace(batch_size=1, img_size=[256, 256], weights='./weights/last_yolov5s_results.pt')

Starting TorchScript export with torch 1.5.1+cu101...
TorchScript export success, saved as ./weights/last_yolov5s_results.torchscript
ONNX export failure: No module named 'onnx'
CoreML export failure: No module named 'coremltools'

Export complete. Visualize with https://github.com/lutzroeder/netron.

Etapes couvertes¶

Install Dependencies¶

Download Dataset with the specific format¶

Model Configuration and Architecture Definition¶

Training the model Detector¶

defining the training function arguments for the model¶

Evaluate the model detection Performance¶

Visualize the Training Data with Labels¶

Run Inference With Trained Weights¶

Export Trained Weights¶